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The Cyber Toolchain — issue 077, September 17, 2026

THE CYBER TOOLCHAIN NO. 077
Tail
THE DAILY RELEASE FIREHOSE
PUBLISHED SEPTEMBER 17, 2026 · EVERY DAY
EDITIONS tail grep head ls diff uniq

The daily firehose — everything the toolchain shipped today, already filtered.

We read every release from the 1309 tools on our watchlist at the source — GitHub and GitLab release notes, vendor release pages and changelogs, project blogs and feeds, vendor press releases, and the source code behind the tag. Bug-fix-only releases and non-product newsroom noise are dropped; what's left is summarized down to the new capability, how to try it, and any screenshots or videos the release itself published. Every entry links to the sources it was built from.

VIEW
ISSUE VIEW scroll
INFORMATION DENSITY everything
ISSUE WIDTH reading width
Do you prefer scroll?
ADDITIONAL FILTERS
$ tct list   # 38 tools matched

What stands out across today's releases, grouped by what it lets you do. Every tool named links to its entry below.

Three unrelated things stand out. Endor Labs' Package Firewall now blocks malicious VS Code extensions, closing an install path most SCASCASoftware composition analysis, identifying third-party dependencies and checking them for known vulnerabilities and license issues. It covers software a team uses rather than writes itself. never looked at. Brinqa collapses duplicate findings from overlapping scanners into one vulnerability with one owner. Passbolt's beta offline mode lets users unlock and autofill marked credentials when the server is unreachable.

  • protect

    Stop a malicious package — or IDE extension — before it lands on a developer machine

    Endor Labs extends Package Firewall from registry packages to VS Code extensions, a channel developers install from freely and that rarely appears in any dependency inventory; Threat Center adds tenant-wide monitoring so a newly flagged malicious package surfaces across every repo at once rather than at the next scan. cve-lite-cli's new override-hygiene rule catches the quieter failure — a version override pinned to a floor that is itself vulnerable, which looks remediated in reports.

    Endor Labs · cve-lite-cli

  • protect

    Work one vulnerability instead of five copies of it

    Brinqa's ExploitIQ deduplication merges the same underlying flaw reported by different scanners into a single Intelligent Vulnerability, so counts and SLAs reflect real work rather than tool overlap, and SmartFlows lets teams build the routing for it without code. Sysdig scopes risk acceptances to the scanned asset's OS and CPUCPUThe main general-purpose processor in a computer. It runs application instructions and coordinates work with memory and other hardware. platform, so an exception granted for one image variant no longer silently suppresses the finding everywhere else.

    Brinqa · Sysdig Secure

  • protect

    Keep people logged in and authorized when the auth path breaks

    Passbolt's offline mode caches resources users have explicitly marked, so a server outage no longer locks the team out of the credentials they need to fix it — the usual failure mode where the password manager is on the other side of the incident. DNSFilter's macOS roaming client falls back to DNS-over-HTTPSDNS-over-HTTPSA protocol that tunnels DNS queries inside encrypted HTTPS requests, hiding lookups from network observers. Cyber tools use it to evade DNS-based monitoring or filtering. in VPNVPNA virtual private network, an encrypted tunnel between devices or networks. It carries traffic across another network as though the endpoints had a private connection. environments where plain DNS interception fails, and JumpCloud adds forced SAMLSAMLA standard for passing signed identity assertions between a sign-in provider and an application. It lets a user sign in through their organization's identity provider./OIDCOIDCOpenID Connect, a sign-in protocol built on OAuth 2.0. An application uses identity information from a trusted provider instead of maintaining a separate password for each user. re-authentication for the sessions you want re-proven rather than trusted indefinitely.

    Passbolt · DNSFilter

Offensive Security
◆  Reconnaissance & OSINT

OpenOSINT

Sources Release notes → 1 release · 2026-09-17 Notes Rank Why this rank top features scored 62 — 62 How ranking works →

AI-powered OSINT agent with interactive REPL, MCP server, and CLI. 20 tools.

OpenOSINT v2.29.0 adds Apify cloud actor support, letting the Email Recon tool run entirely in the browser or as an MCPMCPModel Context Protocol, a standard for connecting AI applications to external tools and data sources. A compatible server exposes capabilities an assistant can use through a common interface. tool without any local installation.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 1 FEATURE 0 OF 1 FEATURE most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Apify cloud actor support for Email Recon new 62

OpenOSINT Email Recon can now run as an Apify cloud actor, from a browser or as an MCP tool in Claude, Cursor, and Windsurf via the Apify MCP ServerMCP ServerA process that exposes tools, resources, and prompts over Anthropic's Model Context Protocol, letting an AI agent call external APIs or local services through a standardised interface., requiring no Python, binaries, or API keys installed locally.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names the integration and clients but no config/flag detail v2.29.0
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Application Security
◆  SAST / SCA / Code Security

cve-lite-cli

Sources Release notes → 1 release · 2026-09-16 Notes Rank Why this rank top features scored 90/55, +6 runnable example — 78.5 How ranking works →

cve-lite-cli v1.35.0 adds a new override-hygiene rule to catch vulnerable-floor overrides and expands HTML reports to show all known dependency paths for a finding.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Fast, developer-friendly JS/TS dependency vulnerability scanner with local lockfile scanning, OSV matching, direct vs transitive visibility, --fix, JSON output, and practical remediation guidance.

cve-lite-cli v1.35.0 adds a new override-hygiene rule to catch vulnerable-floor overrides and expands HTML reports to show all known dependency paths for a finding.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 2 FEATURES 0 OF 2 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Override-hygiene rule OA010 new 90

Adds override-hygiene rule OA010, which flags an override floor that itself admits a known-vulnerable version — surfacing floors that appear protective but are not.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ It can be run standalone with cve-lite /path/to/project overrides for an override-only audit, or combined with a full scan via cve-lite /path/to/project --check-overrides so vulnerable-floor overrides surface alongside CVE findings.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Run an override hygiene audit to catch floors that admit vulnerable versions (OA010) alongside other override problems, without running a full CVE scan.
$ cve-lite /path/to/project overrides
Include override hygiene (including the new OA010 rule) in a single pass with the regular CVE scan, so vulnerable-floor overrides surface alongside CVE findings.
$ cve-lite /path/to/project --check-overrides
— Names the rule, its mechanism, and gives runnable commands v1.35.0
thinner coverage below
02 00
Multi-path dependency display in HTML report improved 55

The HTML report now shows every known dependency path for a finding, capped at five paths per panel, replacing the previous single-primary-path display.

— Describes the change and its cap but gives no command or path v1.35.0
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GitHub

Sources Blog / feed → 4 releases · 2026-09-16 Blog Rank Why this rank top features scored 75/70/60, +6 runnable example — 74.33 How ranking works →

GitHub shipped enterprise-wide bulk SSOSSOSingle sign-on, using one identity provider to sign in to multiple applications. It reduces separate passwords and centralizes account and access management. authorization for classic PATsPATsA personal access token, a credential used by scripts and integrations instead of a user's password. Its permissions and expiry depend on the service issuing it. and SSH keys, general availability of self-service Copilot budget increase requests, a SCIMSCIMA standard for creating, updating and removing user accounts and groups across applications. It helps an identity provider keep access in sync when people join, change roles or leave. profileUrl attribute for user lookups, and broader AI Scan coverage that no longer requires CodeQL default setup.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Join the world's most widely adopted, AI-powered developer platform where millions of developers, businesses, and the largest open source community build software that advances humanity.

GitHub shipped enterprise-wide bulk SSOSSOSingle sign-on, using one identity provider to sign in to multiple applications. It reduces separate passwords and centralizes account and access management. authorization for classic PATsPATsA personal access token, a credential used by scripts and integrations instead of a user's password. Its permissions and expiry depend on the service issuing it. and SSH keys, general availability of self-service Copilot budget increase requests, a SCIMSCIMA standard for creating, updating and removing user accounts and groups across applications. It helps an identity provider keep access in sync when people join, change roles or leave. profileUrl attribute for user lookups, and broader AI Scan coverage that no longer requires CodeQL default setup.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 4 FEATURES 1 OF 4 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Copilot budget increase requests reach GA new 75

Adds a self-service flow for Copilot users who exhaust their AI credits to request a budget increase, routing requests to the paying account (org or enterprise) for review under Requests from members in Settings > Billing.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Organization owners, enterprise owners, and billing managers can approve, adjust, or deny requests by setting a new credit amount, immediately restoring access without leaving settings.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Review and approve a member's Copilot budget increase request as an org owner so they regain AI credit access immediately.
📍In your organization's Settings, go to Billing › Requests from members, find the pending Copilot budget request, set a new amount, and select Approve and increase.
— Exact UI navigation and approval flow provided Copilot budget increase requests are general…
02 01
Bulk SSO authorization for classic PATs and SSH keys new 70

Adds a new enterprise_credentials:write permission for enterprise-installed GitHub Apps enabling credential delegation, plus a new REST APIREST APIA web API design style where clients interact with resources over HTTP using standard methods like GET, POST, and DELETE, giving cyber tools a predictable, language-agnostic way to integrate with external services. for enterprise credential authorizations that bulk-authorizes a classic PATPATA personal access token, a credential used by scripts and integrations instead of a user's password. Its permissions and expiry depend on the service issuing it. or SSH key for up to 50 organizations in a single request, identified by non-secret token ID or SSH key fingerprint. A new enterprise setting lets admins opt in to credential delegation through enterprise-installed GitHub Apps, replacing manual per-organization SSO authorization.

— Names permission and API but not exact endpoint path Automate SSO authorization for classic PATs …
03 00
profileUrl attribute in SCIM user responses improved 60

SCIM /Users endpoint responses now include a profileUrl attribute containing the absolute URL of the linked GitHub account, eliminating extra lookups to match SCIM records to GitHub users. Available across both organization and enterprise SCIM APIs.

— Names field and endpoint but no example call SCIM user responses now include a profileUrl…
thinner coverage below
04 00
AI Scan runs without CodeQL default setup improved 40

AI Scan for pull requests now runs on repositories where CodeQL default setup is not configured, broadening security vulnerability detection coverage to eligible repositories without requiring additional setup.

— States before/after but no scope or setup steps Code scanning AI Scan no longer requires Cod…
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Endor Labs

Sources Blog / feed → 1 release · 2026-09-16 Blog Rank Why this rank top features scored 85/85/80, +15 breaking change, +6 runnable example — 104.33 How ranking works →

Endor Labs is an application security platform built for AI-generated and human-written code, helping teams prioritize and fix real risk across the SDLC.

Endor Labs launched Threat Center for real-time, tenant-wide malware and vulnerability monitoring and extended Package Firewall to block malicious VS Code extensions, while also adding malware finding severity classification, Coding Agent Governance MDMMDMMobile device management, centrally configuring and managing enrolled devices. Administrators use it to apply settings, distribute applications and enforce device security policies. deployment with Claude Compliance API support, and background SBOMSBOMA software bill of materials, an inventory of the components and versions inside an application. It helps teams find affected software when a dependency has a vulnerability or licensing issue./VEXVEXA machine-readable statement from a vendor saying whether a CVE in a component actually affects their product. It is how a scanner is told to stop flagging a vulnerability that is not reachable. exports.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 6 FEATURES 3 OF 6 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
Package Firewall for VS Code extensions new 85

Package Firewall now scans every new VS Code extension or update from the Microsoft Marketplace against the policy engine, blocking or warning on malicious extensions and enforcing minimum package age and malware policy before installation and before extensions appear in the marketplace inside the editor; it can be deployed via MDM tools such as Microsoft Intune, Jamf, or Kandji.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Documentation now covers each Package Firewall block reason, its meaning, and resolution steps in Understand blocked package responses.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names MDM tools and doc page but no exact command Threat Center and Package Firewall for VS Co…
02 00
Malware finding severity for potentially affected dependencies new 85

The Malware finding policy gains a Potentially Affected Finding Severity parameter, letting you raise findings for dependencies whose version constraints could resolve to a malicious package version even when the currently resolved version is clean. Malware findings are now classified as Definitely Affected or Potentially Affected based on how precisely a dependency matches a known malicious package version.

Raise findings for dependencies whose version constraints could resolve to a malicious package — catching exposure before the bad version is actually pinned.
📍In the Endor Labs console, go to Malware finding policy › configure Potentially Affected Finding Severity to your desired severity level (e.g. High), then save the policy.
— Exact config parameter plus console steps to configure it product docs
03 00
Coding Agent Governance MDM deployment and Compliance API integration new 80

Deploy Coding Agent Governance with MDM support enables generation of Cursor hooks, Claude Code settings, Codex requirements, GitHub Copilot policy hooks, or a macOS configuration profile for managed developer machines. Connect the Anthropic Compliance API integration enrolls a Claude Enterprise directory so Coding Agent Governance can match Claude Code sessions to organization roles and groups.

— Names exact config surfaces but no runnable command shown product docs
04 02
Ask Permission policy behavior changed for Codex breaking 75

Coding Agent Governance policies with the Ask Permission action in Codex now let the tool call proceed and record the match under Policy Violations as Ask, rather than denying the call outright; Block policies continue to deny. Any policy relied on to stop calls in Codex must be changed to Block.

— Clear before/after behavior and required migration action product docs
05 03
Threat Center dashboard for malware and threat monitoring new 70

Threat Center is a tenant-wide dashboard tracking newly discovered malware, open-source packages, vulnerabilities, and AI models, showing which monitored projects may be exposed before risk surfaces in project-level scans. It gives a real-time view of malicious packages landing on public registries such as npm and PyPI, with impact mapping showing which of your projects pull in an affected package, malware behavior details, and alerts regardless of whether you are impacted; entries also include research write-ups, blog links, and ongoing updates as a campaign develops.

— Explains scope and mechanism but no navigation path given Threat Center and Package Firewall for VS Co…
thinner coverage below
06 00
Background SBOM and VEX export jobs improved 50

SBOM and VEX exports now run as background jobs so large projects can export without the request timing out; exports are available per project, finding, or package version.

— Describes mechanism but no command or endpoint named product docs
└──▷ BREAKING ON UPGRADE
  • !
    Coding Agent Governance Ask Permission policies in Codex no longer block tool calls — calls now proceed instead of being denied. Any policy you relied on to stop calls in Codex must be changed to Block.
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JFrog

Sources Blog / feed → 1 release · 2026-09-16 Blog Rank Why this rank top features scored 78, +10 product media — 88 How ranking works →

JFrog provides DevOps platform for software delivery, managing artifacts, dependencies, and continuous integration/deployment pipelines.

JFrog Artifactory adds native LuaRocksLuaRocksThe package manager for the Lua programming language, maintained by the LuaRocks project, used to distribute and install Lua modules so tools can pull in versioned dependencies without bundling them manually. repository support, letting teams host, proxy, and cache Lua packages for NGINX, OpenResty, and Kong directly from Artifactory.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 1 FEATURE 0 OF 1 FEATURE most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
LuaRocks repository type in Artifactory new 78

Artifactory adds LuaRocks as a native repository type supporting local, remote, and virtual repository tiers for Lua packages (rocks and rockspecs).⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ The remote repository type proxies and caches luarocks.org rocks on first request so later pulls are served from Artifactory instead of the public registry; the local repository type stores private first-party rocks, internal libraries, and custom Kong plugins as versioned .rock files; and the virtual repository unifies local and remote LuaRocks repositories behind a single endpoint.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ The luarocks CLI can point at an Artifactory virtual repository URL as its registry, replacing direct luarocks.org access for OpenResty and Kong fleets.

— Names repo tiers, file format, and CLI integration but no exact commands JFrog Artifactory Supports LuaRocks Hosting …
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Checkmarx KICS

Sources Release notes →Source code → 1 release · 2026-09-17 Notes Code Rank Why this rank top features scored 75/60, +15 breaking change — 82.5 How ranking works →

KICS v2.2.0 adds new Terraform and ARMARMA family of RISC processor architectures designed by Arm Holdings and licensed to chip makers worldwide; tools target it to run natively on mobile, embedded, and increasingly server and desktop hardware. queries to detect disabled Synapse managed virtual network isolation, and removes the --disable-full-descriptions CLI flag.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Find security vulnerabilities, compliance issues, and infrastructure misconfigurations early in the development cycle of your infrastructure-as-code with KICS by Checkmarx.

KICS v2.2.0 adds new Terraform and ARMARMA family of RISC processor architectures designed by Arm Holdings and licensed to chip makers worldwide; tools target it to run natively on mobile, embedded, and increasingly server and desktop hardware. queries to detect disabled Synapse managed virtual network isolation, and removes the --disable-full-descriptions CLI flag.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 2 FEATURES 0 OF 2 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Synapse managed virtual network queries new 75

New Synapse Workspace Managed Virtual Network Not Enabled queries detect when managed virtual network isolation is disabled, covering Terraform via the azurerm_synapse_workspace resource's managed_virtual_network_enabled field and Azure Resource Manager via the Microsoft.Synapse/workspaces resource's managedVirtualResource field.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names exact resources and fields for both platforms. v2.2.0
02 00
Removal of --disable-full-descriptions flag breaking 60

The --disable-full-descriptions CLI flag has been removed along with the pkg/descriptions package it backed; any scan command or script that passes this flag will now fail.

— Names exact flag and package removed, with impact. v2.2.0
└──▷ BREAKING ON UPGRADE
  • !
    The --disable-full-descriptions flag has been removed; any scan command or script that passes this flag will now fail.
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Veracode

Sources Blog / feed → 1 release · 2026-09-16 Blog Rank Why this rank top features scored 90/80/75, +15 breaking change, +10 product media, +6 runnable example — 112.67 How ranking works →

Veracode is a cloud-based application security platform that performs static, dynamic, and software composition analysis to identify vulnerabilities in code.

Veracode's window centers on deeper CI/CD workflow control — new veracode.yml keys for predependency commands, agent pools and analysis branches — plus platform-managed installation and scan scheduling for GitHub and Azure DevOps integrations, alongside IDE plugin refinements, API pagination, an ApexApexSalesforce's proprietary, Java-like programming language that runs on their cloud platform, letting cyber tools integrate directly with Salesforce data and automate workflows without managing separate backend infrastructure. scan noise reduction, and two upcoming deprecations.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 12 FEATURES 2 OF 12 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
New veracode.yml config keys for CI workflow integrations new 90

Adds support for custom predependency commands in the Veracode YAML file to prepare projects before scanning (GitHub Workflow Integration v2.1.3).⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Adds a custom agent pool name parameter in veracode.yml to specify the agent pool for pipeline execution (Azure DevOps Workflow Integration v2.4.3). Adds analysis_branch support in veracode.yml so scheduled scans run for the specified analysis branch instead of the default branch (Azure DevOps Workflow Integration v2.3.10).

Run scheduled scans against a long-lived analysis branch rather than the repository default branch in Azure DevOps.
yaml
analysis_branch: release/2026-q3
— Names exact config keys, versions, and includes a runnable YAML example. Integration updates (2026-09-16)
02 00
Pagination support in Platform APIs improved 80

Adds page size support to the Platform Applications API (/appsec/v1/applications) for efficient retrieval of large application lists, and introduces support for the Veracode Platform paginated Sandbox REST APIREST APIA web API design style where clients interact with resources over HTTP using standard methods like GET, POST, and DELETE, giving cyber tools a predictable, language-agnostic way to integrate with external services. for retrieving sandbox lists using pagination (Java API Wrapper v26.3.19.0).

— Names the endpoint and wrapper version but no request/response example. Integration updates (2026-09-16)
03 00
Platform-managed GitHub and Azure DevOps integration management new 75

Enables installation and configuration of the Veracode GitHub Integration directly from the Veracode Platform, eliminating manual GitHub Marketplace steps, plus a new uninstallation workflow to remove the Veracode app from GitHub organizations. Enables scheduling of Static Analysis, SCASCASoftware composition analysis, identifying third-party dependencies and checking them for known vulnerabilities and license issues. It covers software a team uses rather than writes itself., and Infrastructure as Code (IaCIaCInfrastructure as Code: the practice of defining and provisioning compute infrastructure through machine-readable config files rather than manual processes, giving cyber tools repeatable, version-controlled environment setup.) scans for GitHub organizations directly from the Platform, and scheduling scans for every organization where the Azure DevOps Workflow Integration is installed, based on veracode.yml configurations.

— Describes scope of install/uninstall/scheduling flows without exact UI path. Integration updates (2026-09-16)
04 01
VeracodeFlawImporter task replaces Veracode Flaw Importer deprecated 70

The Veracode Flaw Importer task (with spaces in the name) is deprecated and replaced by VeracodeFlawImporter in Veracode Azure DevOps extension v3.35.0; the deprecated task is scheduled for removal in a future release.

— Names exact task identifiers and version, giving a clear migration action. Integration updates (2026-09-16)
05 00
Findings filtering and grouping in VS Code extension new 60

Adds a Current File filter to Static Scan Findings in Veracode Scan for VS Code, allowing you to view findings only for the file currently open in the editor, plus an option to filter and group Static Scan Findings by file name, with findings for each file grouped by severity.

— Names the UI filter but only a starting point, not a command. Integration updates (2026-09-16)
06 02
End of support for Jira 9.x integration deprecated 60

Veracode will end support for the Veracode Integration for Jira on Jira Server and Jira Data Center 9.x on November 30, 2026; upgrade to Jira 10 or later to remain supported.

— Gives an exact deadline and required upgrade path. Integration updates (2026-09-16)
thinner coverage below
07 00
New platform version support for Jira and Visual Studio new 55

Adds support for Jira 11, including required Java 21 and platform compatibility updates (Veracode Integration for Jira Server v5.0.2), and adds support for Visual Studio 2026 in Veracode Scan for Visual Studio v0.7.2.

— Names versions and requirements but no setup steps. Integration updates (2026-09-16)
08 00
Scan Scope setting in Visual Studio extension new 50

Adds a Scan Scope setting in Veracode Scan for Visual Studio to scan the full project directory or only the active solution for faster, more focused results.

— Names the setting and its two modes but no exact navigation. Integration updates (2026-09-16)
09 00
Usage analytics added across IDE plugins new 45

Adds usage analytics to provide insights into plugin adoption, feature usage, and scan activity in Veracode Scan for JetBrains v1.8.0, Veracode Scan for Visual Studio v0.8.0, and Veracode Scan for VS Code v1.16.0.

— Names three plugin versions but no user-facing action. Integration updates (2026-09-16)
10 00
Skips @isTest methods in Apex scans improved 40

Static Analysis now skips @isTest methods during Apex scans to reduce noise and improve result quality.

— Describes the change but no mechanism detail or metrics. Static Analysis updates (2026-09-16)
11 00
Region switching during OAuth in VS Code new 35

Adds an option to change the region during OAuth authentication in Veracode Scan for VS Code, displaying the current or most recently used region.

— Brief description with no further mechanism or steps. Integration updates (2026-09-16)
12 00
GitHub Fix for SCA new 20

Veracode integrations gain GitHub Fix for SCA.

— Named only in the release summary with no further detail. Integration updates (2026-09-16)
└──▷ ALSO FROM THESE RELEASES
└──▷ BREAKING ON UPGRADE
  • !
    The Veracode Flaw Importer task (which contains spaces in the task name) is deprecated and replaced by VeracodeFlawImporter in Veracode Azure DevOps extension v3.35.0; the deprecated task is scheduled for removal in a future release.
  • !
    Veracode will end support for the Veracode Integration for Jira on Jira Server and Jira Data Center 9.x on November 30, 2026; upgrade to Jira 10 or later to remain supported.
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◆  Secrets Detection & Management

infisical

Sources Release notes → 1 release · 2026-09-16 Notes Rank Why this rank top features scored 45/25/25 — 31.67 How ranking works →

Infisical is the open-source platform for secrets, certificates, and privileged access management.

Infisical restored Oracle Database support in PAMPAMBrokering administrator sessions through a gateway instead of handing out standing credentials. Access is granted for one session, to one target, and recorded., extended external KMSKMSA managed service that creates, stores, rotates and controls access to encryption keys, usually backed by HSMs. Applications ask it to encrypt or decrypt rather than holding keys themselves. to AWS US ISOISOA widely adopted international standards body that publishes technical specifications; cyber tools cite ISO standards to signal compliance with recognized benchmarks for quality, security, or interoperability./ISOB regions, and added certificate audit log details to PKIPKIA framework of policies, roles, and cryptographic standards for issuing and managing digital certificates that bind public keys to identities, letting tools verify authenticity and encrypt communications without pre-shared secrets..⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 3 FEATURES 0 OF 3 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
AWS US ISO and ISOB regions for external KMS new 45

External KMS key management now supports AWS US ISO and ISOB regions.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names specific regions but lacks setup detail v0.165.12
02 00
Oracle Database support restored in PAM improved 25

Oracle Database PAM support, which had been removed, is restored in this release.

— Names the account type but no mechanism given v0.165.12
03 00
Certificate audit log details for PKI new 25

Adds audit log details for PKI certificate events.

— Bare description, no fields or endpoint named v0.165.12
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Truffle Security trufflehog

Sources Release notes →Source code → 1 release · 2026-09-16 Notes Code Rank Why this rank top features scored 75/70/55 — 66.67 How ranking works →

TruffleHog v3.97.5 adds two new credential detectors, S3 object-level scan filtering, a flag to override ignore-comment suppression, low-memory Git scanning, and an optional detector interface for verification outside the cache.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

trufflehog discovers, classifies, and validates leaked credentials

TruffleHog v3.97.5 adds two new credential detectors, S3 object-level scan filtering, a flag to override ignore-comment suppression, low-memory Git scanning, and an optional detector interface for verification outside the cache.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 6 FEATURES 0 OF 6 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
`--no-ignore-tag` flag overrides ignore comments new 75

Adds a --no-ignore-tag global flag to report secrets even when the source line carries a trufflehog:ignore comment, overriding the usual suppression behavior.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Exact flag name and clear override behavior stated v3.97.5
02 00
Optional GitHub App installationId for org scans improved 70

Makes the GitHub App installationId optional when scanning all installations, so org-wide scans no longer require a specific installation to be specified.

— Names exact field and before/after behavior change v3.97.5
thinner coverage below
03 00
S3 object filtering for scans new 55

Adds object filtering in S3 scanning, enabling scans to target specific objects within a bucket rather than the entire contents.

— Describes behavior but no exact flag or config key given v3.97.5
04 00
New Humio and Resend detectors new 45

Adds the HumioAPIToken detector to classify and validate leaked Humio API tokens, and a Resend detector to classify and validate leaked Resend API keys.

— Names both detectors but no scan mechanism detail v3.97.5
05 00
Optional detector interface for uncached verification new 45

Introduces a new optional detector interface allowing credentials to be verified even when they are not present in the verification cache.

— Explains mechanism but no interface name or usage path v3.97.5
06 00
Low-memory Git scanning mode new 35

Introduces a low-memory Git scanning mode to reduce peak memory usage when scanning large repositories.

— States purpose but no flag name or numbers given v3.97.5
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◆  Web Application Security

Wallarm

Sources Blog / feed → 1 release · 2026-09-16 Blog Rank Why this rank top features scored 83, +10 product media, +6 runnable example — 99 How ranking works →

Discover the latest features, improvements, and updates in Wallarm API Security

Wallarm redesigned its WAFWAFA reverse proxy that inspects HTTP/HTTPS traffic and blocks requests matching known attack patterns such as SQL injection or XSS, sitting between clients and a web application to filter malicious input before it reaches the server. Rules interface into a unified, filterable panel with inline rule-path visibility, in-list management, and a guided rule builder.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 1 FEATURE 1 OF 1 FEATURE most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
Redesigned WAF Rules interface with unified panel and builder new 83

The WAF rules interface now shows a unified panel listing every rule type in one view, with each filtered view carrying its own bookmarkable URL.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Each rule row displays the full request-targeting path inline (e.g.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ HEADER › AUTHORIZATION › JWT › jwt_header › BASE64 › JSON › alg) without opening the rule, and rows expose endpoint, application, and last-updated metadata. New application and scope filters distinguish Default (Wallarm-managed, read-only) rules from team-created rules and persist in the address bar across reloads, so a filtered view can be shared via URL. Rules can be enabled/disabled, duplicated, and deleted directly from the list view, and a new step-by-step rule builder constrains each step to valid options (e.g. Cookie → JWTJWTAn open standard (RFC 7519) for encoding claims as a signed, optionally encrypted JSON object passed between parties. Cyber tools use it to verify identity and permissions without querying a central session store. → Base64 → JSON → sub).

Share a filtered rules view scoped to a specific application with a teammate so they can review coverage without navigating the tree.
📍In the Wallarm dashboard, go to WAF Rules, apply the application filter for your target app and set the scope filter to show only team-created rules (excluding Default), then copy the URL from the address bar and send it — the recipient lands on the same filtered list.
— Names filters, URL persistence and rule-path example but no API/config keys. Introducing the New WAF Rules Interface (202…
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Reverse Engineering, Malware & Forensics
◆  Digital Forensics & Incident Response

Unfurl

Sources Release notes →Source code → 1 release · 2026-09-16 Notes Code Rank Why this rank top features scored 91/88/85, +15 breaking change, +6 runnable example — 109 How ranking works →

Extract and Visualize Data from URLs using Unfurl

Unfurl v2026.09 adds a wave of new URL and token parsers — Gmail, Microsoft Defender Safe Links, Facebook, Instagram, GitHub, Fernet, itsdangerous, defanged IOCsIOCsAn indicator of compromise, an observable clue that may point to malicious activity, such as a suspicious file hash or domain. It is evidence to investigate, rather than proof by itself. and more — alongside Tree/Text views with dark mode in the web UI and a new layered configuration system, while renaming the API key environment variables in a breaking change.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 21 FEATURES 1 OF 21 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Layered configuration with env vars and local overlay new 91

Adds UNFURL_REMOTE_LOOKUPS environment variable to enable or disable remote lookups from the environment, overriding both config files.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Adds unfurl.local.ini as a gitignored, user-local config overlay that overrides unfurl.ini without risking committed secrets.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Configuration is now layered: Unfurl reads unfurl.ini, then unfurl.local.ini, then UNFURL_* environment variables, then CLI flags, with each layer overriding the last.

Store your VirusTotal key and enable remote lookups in a gitignored local config so they apply to every run without touching the tracked unfurl.ini.
ini
[UNFURL_APP]
remote_lookups = true

[API_KEYS]
virustotal = <your key>
— Exact config keys, file names and a runnable example v2026.09
02 00
Microsoft Defender Safe Links parser new 88

New parser extracts the wrapped destination URL from Microsoft Defender Safe Links and decodes the pipe-delimited data field (format versions 01 through 05) into recipient, message and tenant GUIDs, a timestamp, scan verdict, and scan payload.

Unfurl a Safe Links-wrapped URL from a phishing email to recover the original destination, recipient GUID, and scan verdict without sending data to external services.
$ unfurl 'https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fevil.example.com%2Fpayload&data=05%7Crecipient-guid%7C...'
— Names field format versions and a runnable command v2026.09
03 01
API key environment variables renamed breaking 85

The old bare lowercase API key environment variable names (bitly, virustotal, google_kg) are deprecated and now log a warning; they must be renamed to UNFURL_BITLY_API_KEY, UNFURL_VIRUSTOTAL_API_KEY, and UNFURL_GOOGLE_KG_API_KEY.

— Clear before/after names for required migration v2026.09
04 00
Defanged indicator refanging parser new 80

New parser recognizes defanged indicators (e.g. hxxps://evil[.]com/payload[.]exe, 1.2.3[.]4, user[at]evil.com) and refangs them into a new node, with a hover listing every replacement made.

Refang a defanged IOCIOCAn indicator of compromise, an observable clue that may point to malicious activity, such as a suspicious file hash or domain. It is evidence to investigate, rather than proof by itself. from a threat report and extract all embedded structure in one step.
$ unfurl 'hxxps://evil[.]example[.]com/payload[.]exe'
— Concrete examples and a runnable command v2026.09
05 00
Fernet token parser new 68

New parser extracts the version, cleartext creation timestamp, IV, ciphertext, and HMACHMACA keyed hash that proves a message came from someone holding a shared secret and was not altered. Webhooks and API request signing commonly use it. from Fernet tokens, including the re-padded form used by ChatGPT Ads click IDs (oppref, olref).

— Names fields and a specific click-ID use case v2026.09
06 00
Facebook URL and fbclid parser new 68

New parser covers Facebook URL paths (posts, photos, videos, groups, events, stories, pages, Marketplace, profiles, comments) and decodes modern fbclid values into browser ID, app ID, ad ID, and AEM hash.

— Enumerates path types and decoded fbclid fields v2026.09
07 00
Gmail URL token parser new 65

New parser decodes Gmail legacy hex and new-style (2018+) URL tokens into Gmail message IDs and embedded timestamps, handling the th, compose, permmsgid, permthid, and projector URL parameters.

— Names parameters and decoded outputs v2026.09
08 00
Unit tests shipped with package new 65

Tests now ship with the package, enabling validation of an installed copy via python -m unittest discover -s unfurl.tests.unit.

— Gives an exact runnable command v2026.09
09 00
Expanded timestamp and UUID version support improved 62

Adds UUIDUUIDA universally unique identifier, usually a 128-bit value used to identify an object across systems. It is designed to make independently generated identifiers unlikely to collide. version 6, 7, and 8 support, with timestamps extracted from v6 and v7. Adds new timestamp formats for WebKit milliseconds, Epoch nanoseconds, PostgreSQL, and Mac Absolute Time nanoseconds. Epoch seconds auto-detection now covers dates from 2010 onward, previously 2015.

— Names formats and gives a before/after date v2026.09
10 00
YAML-based site definitions system new 62

Adds a YAML-based site definitions system (see unfurl/parsers/site_defs/README.md) that lets Unfurl learn a site's URL structure without writing Python.

— Points to the config file that enables it v2026.09
11 00
Instagram URL parser new 62

New parser covers Instagram posts, reels, stories, highlights, and profiles, decoding shortcodes and story IDs into creation timestamp, shard ID, and sequence number.

— Explains decoded structure but no example v2026.09
12 00
itsdangerous token parser new 60

New parser for itsdangerous signed tokens, used by Flask and other Python web apps, extracts the payload (decompressed if needed), the signing timestamp, and the signature.

— Names mechanism but no usage example v2026.09
thinner coverage below
13 00
Google ad click URL parsing new 56

Adds Google /aclk ad click URL parsing with parameters adurl, ai, gclid, sig, and more, defined via google.yaml.

— Names parameters and the defining file v2026.09
14 00
Bing form code and image search parameter parsing new 54

Adds Bing form code parsing, including indexed variants, and image search parameters (thid, mediaurl, sbifnm, iss, view, and more).

— Names specific Bing parameters, no example given v2026.09
15 00
Additional URL fragment and delimiter parsing new 53

Unfurl now parses Text Fragments (#:~:text=) and SPA-style fragment routes (#/route?key=value), as well as ;-delimited key=value pairs in URLs as used by ad servers and path parameters.

— Names exact syntax patterns handled v2026.09
16 00
GitHub URL parser new 53

New parser covers GitHub URLs for repos, commits, issues, PRs, branches, releases, Actions runs, compare views, OAuth flows, and line-number fragments.

— Broad list of URL types but no mechanism detail v2026.09
17 00
Tree and Text views with dark mode new 47

Adds Tree and Text views alongside the Graph view in the web UI, with copy-to-clipboard support for the text tree, and adds dark mode with the user's preference remembered.

— UI addition described without navigation detail v2026.09
18 00
40 additional shortener domains supported improved 45

Adds 40 more shortener domains including aka.ms, flic.kr, redd.it, pin.it, t.cn, and wa.link, plus Constant Contact click-tracking links.

— Lists sample domains but no mechanism v2026.09
19 00
Improved Discord snowflake decoding improved 45

Discord snowflakes created after July 2022 are now decoded in general Discord URL paths, and snowflakes in query values and token payloads on Discord domains are also decoded.

— Gives date scope but no example v2026.09
20 00
New parsers for MongoDB ObjectIDs, Base32, and Base58 new 38

Adds a parser for MongoDB ObjectIDs and their embedded timestamps, plus new parsers for Base32 and Base58 encoding.

— Thin one-line additions grouped as a set v2026.09
21 00
File extension type parser new 32

New parser identifies file type from a URL's file extension and flags extensions commonly abused to deliver malware.

— Bare description with no named extensions or mechanism v2026.09
└──▷ BREAKING ON UPGRADE
  • !
    The old bare lowercase API key environment variable names (bitly, virustotal, google_kg) are deprecated and log a warning — rename them to UNFURL_BITLY_API_KEY, UNFURL_VIRUSTOTAL_API_KEY, and UNFURL_GOOGLE_KG_API_KEY.
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Network Security
◆  Firewalls & Network Defense

Sophos Switch

Sources Release page → 1 release · 2026-09-16 Notes Rank Why this rank top features scored 45 — 45 How ranking works →

Sophos Switch is a network orchestration platform enabling centralized management and security policy enforcement across switching infrastructure.

Sophos Switch Central 2026.41 adds switch-name search to management pages, making it easier to locate devices by name rather than identifier alone.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 1 FEATURE 0 OF 1 FEATURE most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Name-based search on management pages improved 45

The search box on switch, site, and stack management pages now supports name-based search, in addition to the existing search criteria.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names UI surfaces affected but no further mechanism given Central 2026.41NewReleased on September 16, …
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Cloud & Container Security
◆  Cloud Security Posture

Sysdig Secure

Sources Changelog → 1 release · 2026-09-17 Changelog Rank Why this rank top features scored 70/70/50, +10 product media, +6 runnable example — 79.33 How ranking works →

Sysdig Secure refined risk-acceptance scoping in the CLI Scanner to match the scanned asset's OS/CPUCPUThe main general-purpose processor in a computer. It runs application instructions and coordinates work with memory and other hardware. platform, and the CLI Scanner gained flags for detecting unrecognized executables and summarizing image licenses.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Sysdig Secure is a container security platform providing runtime threat detection, forensics, and compliance monitoring for cloud-native environments.

Sysdig Secure refined risk-acceptance scoping in the CLI Scanner to match the scanned asset's OS/CPUCPUThe main general-purpose processor in a computer. It runs application instructions and coordinates work with memory and other hardware. platform, and the CLI Scanner gained flags for detecting unrecognized executables and summarizing image licenses.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 3 FEATURES 0 OF 3 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Unknown executable detection flag in CLI Scanner new 70

The sysdig-cli-scanner --detect-unknown-executables <image> flag scans a container image for vulnerabilities, including binaries not tracked by any package manager, and flags unrecognized executables.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Scan a container image for vulnerabilities including binaries not tracked by any package manager, and flag unrecognized executables too.
$ sysdig-cli-scanner --detect-unknown-executables <image>
— Runnable command given but no output detail. changelog-20260917-8dcb964b
02 00
License summary flag in CLI Scanner new 70

The sysdig-cli-scanner --show-licenses <image> flag returns a quick summary of the ten most common licenses found in an image, useful for a fast compliance spot-check in CI.

Get a quick license summary for the ten most common licenses found in an image — useful for a fast compliance spot-check in CI.
$ sysdig-cli-scanner --show-licenses <image>
— Runnable command given, limit of ten licenses noted. changelog-20260917-8dcb964b
thinner coverage below
03 00
OS/CPU-scoped risk acceptances in CLI Scanner improved 50

Risk acceptances scoped to an operating system or CPU architecture are now evaluated against the scanned asset's platform in the CLI Scanner, so an acceptance only applies when the image matches the specified platform.

— Prose description only, no flag or command shown. changelog-20260917-8dcb964b
└──▷ ALSO FROM THESE RELEASES
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◆  CNAPP

Plerion

Sources Release page → 1 release · 2026-09-17 Notes Rank Why this rank top features scored 75/75/65, +6 runnable example — 77.67 How ranking works →

Plerion renamed custom reports to custom dashboards and added a homepage-assignment action, a drag-and-drop widget builder, and a per-user override for the assigned homepage.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Plerion is a cloud security platform that discovers and manages vulnerabilities and misconfigurations across infrastructure.

Plerion renamed custom reports to custom dashboards and added a homepage-assignment action, a drag-and-drop widget builder, and a per-user override for the assigned homepage.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 3 FEATURES 0 OF 3 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Custom dashboards renamed with homepage assignment new 75

Custom reports are renamed to custom dashboards, and a new Assign as homepage action in Settings > Custom dashboards lets admins designate a dashboard as the landing page for selected users and user groups on sign-in.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Assign a custom dashboard as the default landing page for a user group so they see role-specific findings on sign-in.
📍In the console, go to Settings › Custom dashboards, open the dashboard you want to set as the landing page, click Assign as homepage, then select the target users or user groups and confirm.
— Exact settings path and action named, with worked example. Custom reports are now custom dashboards, an…
02 00
Per-user home dashboard override new 75

A new Profile > Home dashboard setting lets individual users override any admin-assigned homepage dashboard; clearing the selection restores the admin-assigned dashboard.

Override an admin-assigned homepage with a personal dashboard so your preferred view loads on every sign-in.
📍In the console, go to Profile › Home dashboard, select your preferred dashboard from the list, and save. Clear the selection at any time to revert to the admin-assigned dashboard.
— Exact setting path, override, and restore behavior with example. Custom reports are now custom dashboards, an…
03 00
Widget builder for custom dashboards new 65

A new Add widget panel provides ready-made widgets, and a Build your own flow lets users construct custom widgets using the Show me, Broken down by, and Shown as fields.

— Named fields given but no navigation path or example. Custom reports are now custom dashboards, an…
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Detection & Response
◆  Security Data Pipeline

Cribl Stream

Sources Blog / feed →Product docs → 1 release · 2026-09-17 Docs Blog Rank Why this rank top features scored 75/60/30 — 55 How ranking works →

Cribl Stream is a data processing platform that routes, transforms, and enriches data from multiple sources to destinations in real-time.

Cribl Stream's 4.20 release brings backend functions to Cribl Apps (now GA) and adds AWS Cloud Connections recommendations to speed up source onboarding.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 3 FEATURES 0 OF 3 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Backend functions in Cribl Apps new 75

Adds an onRequest handler model to Cribl Apps, letting developers expose app-specific HTTP endpoints that run server-side logic without a user session active.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Also adds scheduled function support, enabling recurring background jobs such as periodically pulling from a threat feed, updating a Stream lookup table, and making the latest entries available to a pipeline for enrichment.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names the onRequest handler and gives concrete job examples, no exact syntax. 2026-09-17-ffa9e715
02 00
AWS Cloud Connections source recommendations new 60

Adds AWS Cloud Connections recommendations in Cribl Stream, which suggests a ranked list of AWS log sources to onboard, Source configuration values, and a Destination from those available in the Worker Group.

— Describes what it suggests but not exact UI steps. 2026-09-17-ffa9e715
thinner coverage below
03 00
Cribl Apps general availability new 30

Promotes Cribl Apps to general availability, making them a supported foundation for building and deploying custom applications on Cribl Stream.

— Status change only, no mechanism or usage detail given. 2026-09-17-ffa9e715
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Cribl

Sources Blog / feed →Product docs → 1 release · 2026-09-17 Docs Blog Rank Why this rank top features scored 75/55/55, +10 product media, +6 runnable example — 77.67 How ranking works →

Cribl this window added backend server-side logic and persistent storage for Cribl Apps, an embedded MCPMCPModel Context Protocol, a standard for connecting AI applications to external tools and data sources. A compatible server exposes capabilities an assistant can use through a common interface. server for AI-client integration with Cribl.Cloud, alert-muting rules in Cribl Insights, and a new Guard Privacy 3.0 model family for sensitive-data detection.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Cribl is built for IT and Security data and provides a unified data management platform for exploring, collecting, processing, and accessing that data at scale.

Cribl this window added backend server-side logic and persistent storage for Cribl Apps, an embedded MCPMCPModel Context Protocol, a standard for connecting AI applications to external tools and data sources. A compatible server exposes capabilities an assistant can use through a common interface. server for AI-client integration with Cribl.Cloud, alert-muting rules in Cribl Insights, and a new Guard Privacy 3.0 model family for sensitive-data detection.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 6 FEATURES 3 OF 6 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
Embedded MCP server in Cribl.Cloud new 75

An embedded MCP server lets external MCP clients (such as Cursor, Claude Code, or Codex) connect to a Cribl environment and interact with Sources, Destinations, Pipelines, metrics, and Search Notebooks through natural language.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ An admin enables it and copies a Bearer tokenBearer tokenA credential that grants access to whoever presents it, without a separate proof of possession. Protecting the token matters because a stolen copy can be used by someone else. from Settings > Global > Information.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names UI path, token flow, and supported clients precisely. 2026-09-17-f002e365
thinner coverage below
02 00
Muting Rules for Cribl Insights alerts new 55

Muting Rules in Cribl Insights allow teams to suppress outbound notifications for matching alerts during a configured time window, created by navigating to Muting Rules and specifying match criteria and a time window.

Suppress noisy alert notifications during a maintenance window by creating a Muting Rule in Cribl Insights.
📍In Cribl Insights, navigate to Muting Rules and create a new rule specifying the matching alert criteria and the time window during which outbound notifications should be suppressed.
— Clear UI steps to create a rule, but no API/config key named. 2026-09-17-f002e365
03 02
Cribl Guard Privacy 3.0 model family new 55

Cribl Guard adds the Privacy 3.0 model family for background sensitive-data detection, introducing per-entity detection thresholds and a new Pro model alongside the existing Fast and Base models.

— Names model tiers and thresholds but no usage steps. 2026-09-17-f002e365
04 00
Allowed-hosts and SSRF protections in Cribl Apps new 55

Cribl Apps enforces a declared allowed-hosts list at the project root for outbound access, with SSRFSSRFServer-side request forgery, an attack that tricks a server into making requests chosen by an attacker. Those requests can reach internal services the attacker cannot access directly. protections applied; administrators can authorize additional hosts after install.

— Names the config surface and admin action, no exact file path. 2026-09-17-f002e365
05 03
Backend functions for Cribl Apps new 50

Cribl Apps now supports backend functions — server-side logic declared in an App that Cribl deploys and runs alongside it, enabling scheduled work and other operations that should not run in the browser.

— Explains mechanism but no concrete config or command given. 2026-09-17-f002e365
06 00
KV store for Cribl Apps new 40

Cribl Apps now supports a KV store accessible to App code and backend functions for persistent key-value storage within an App.

— Names the surface but gives no API or limits. 2026-09-17-f002e365
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◆  Endpoint Security (EDR/XDR)

Huntress

Sources Release page → 3 releases · seen 2026-09-17 Notes Rank Why this rank top features scored 75/73/60, +6 runnable example — 75.33 How ranking works →

Huntress shipped new macOS threat detections for Gatekeeper bypass techniques, extended endpoint visibility to macOS with last-logged-in-user tracking, and added granular scan controls to Managed Antivirus.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Give feedback to the Huntress team so we can make more informed product decisions. Powered by Canny.

Huntress shipped new macOS threat detections for Gatekeeper bypass techniques, extended endpoint visibility to macOS with last-logged-in-user tracking, and added granular scan controls to Managed Antivirus.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 3 FEATURES 0 OF 3 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Network and Archive File Scanning toggles in Managed Antivirus new 75

Adds two configurable Microsoft Defender scan toggles in Managed Antivirus, both accessible at EDREDREndpoint detection and response, monitoring computers for suspicious behavior and providing investigation and response controls, such as isolating a device. → Managed Antivirus → Defender Configuration → Scans: Network File Scanning (off by default) and Archive File Scanning (on by default, covers ZIP, RAR, and similar formats).⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Enable Network File Scanning for endpoints where mapped network drive coverage is required, such as file servers accessed by a small number of endpoints.
📍In the Huntress console, go to EDR → Managed Antivirus → Defender Configuration → Scans, then toggle Network File Scanning on.
Disable Archive File Scanning for high-throughput endpoints where ZIP/RAR scanning overhead is a concern, while keeping all other Defender defaults intact.
📍In the Huntress console, go to EDR → Managed Antivirus → Defender Configuration → Scans, then toggle Archive File Scanning off.
— Exact UI path and default states given for both toggles. New MAV Configuration Settings: Network File…
02 00
macOS Gatekeeper bypass detection via quarantine stripping new 73

Adds three detections for macOS Gatekeeper bypass: quarantine attribute removal from files in malware staging folders by a script or shell (the ClickFix and AMOS dropper pattern), quarantine attribute removal from files on mounted disk images (used by fake installers), and a combined sequence of a fake installer mount plus quarantine strip on the same machine within five minutes as a high-confidence pre-execution signal. Detection monitors the underlying system call directly rather than the xattr command, so it fires regardless of whether the attacker uses a shell script or compiled binary, and each alert surfaces the file path, attribute removed, and responsible process. Filters out Apple backup and file-sharing services, which accounted for approximately 99% of noise during testing; requires Agent v0.14.196 or later.

— Detailed mechanism and named techniques, but no user-facing action to take. Huntress now detects macOS Gatekeeper bypass…
03 00
Last logged-in user visible for macOS endpoints improved 60

Extends the last logged-in user field on the agent overview page to macOS endpoints, previously Windows-only. Shows the most recent interactive console/GUIGUIA graphical user interface, controls such as windows, buttons and menus. It lets people use software visually rather than entering commands. login, excluding system-owned login windows and shutdown records; requires Agent v0.14.196 or later.

During triage or asset review, quickly attribute a macOS host to an individual user without querying the endpoint directly.
📍In the Huntress console, go to the agent overview page for a macOS endpoint and check the Last Logged In User field — visible once the endpoint checks in on Agent v0.14.196 or later.
— Clear behaviour and exact UI location, no numeric limits given. Last logged in user now visible for macOS en…
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Automox

Sources Blog / feed → 1 release · 2026-09-16 Blog Rank Why this rank top features scored 30 — 30 How ranking works →

Check out our full list of release notes, and stay up to date with what

Automox added support for macOS 27 (Golden Gate), verified with Agent 2.6.53.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 1 FEATURE 0 OF 1 FEATURE most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
macOS 27 (Golden Gate) support new 30

Automox now supports macOS 27 (Golden Gate), verified with Agent 2.6.53.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names OS version and agent version but no further mechanism. New Automox Supported Operating System - mac…
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◆  SIEM

Exabeam

Sources Blog / feed → 1 release · 2026-09-16 Blog Rank Why this rank top features scored 70 — 70 How ranking works →

Exabeam's Threat Center adds a new API endpoint for retrieving full case lifecycle history and audit events.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Exabeam is a security analytics platform that detects insider threats and advanced cyberattacks through behavioral analysis and machine learning.

Exabeam's Threat Center adds a new API endpoint for retrieving full case lifecycle history and audit events.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 1 FEATURE 1 OF 1 FEATURE most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
Case lifecycle history endpoint in Threat Center new 70

A new GET API endpoint under Threat Center > Cases > Get case lifecycle history retrieves the comprehensive lifecycle history, stage transitions, and audit events of a case.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names exact endpoint path but no request/response detail New Threat Center Endpoint (2026-09-16)
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Databricks

Sources Blog / feed → 4 releases · 2026-09-14 → 2026-09-16 Blog Rank Why this rank top features scored 85/65/65, +10 product media — 81.67 How ranking works →

Databricks reached GA on the Unity Gateway API for model and MCPMCPModel Context Protocol, a standard for connecting AI applications to external tools and data sources. A compatible server exposes capabilities an assistant can use through a common interface. service management across TerraformTerraformAn open-source infrastructure-as-code tool by HashiCorp that provisions cloud and on-premises resources through declarative configuration files, letting cyber tools automate and version-control their deployment environments., CLI and four language SDKs, and previewed upcoming changes including automatic change data feedchange data feedA stream of records describing every insert, update, and delete that occurs in a database, captured in real time so downstream systems can react to changes without polling., compliance-profile JAR tasks on serverless, and a new SQL window function.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Databricks is a unified analytics platform for data engineering, data science, and machine learning built on Apache Spark.

Databricks reached GA on the Unity Gateway API for model and MCPMCPModel Context Protocol, a standard for connecting AI applications to external tools and data sources. A compatible server exposes capabilities an assistant can use through a common interface. service management across TerraformTerraformAn open-source infrastructure-as-code tool by HashiCorp that provisions cloud and on-premises resources through declarative configuration files, letting cyber tools automate and version-control their deployment environments., CLI and four language SDKs, and previewed upcoming changes including automatic change data feedchange data feedA stream of records describing every insert, update, and delete that occurs in a database, captured in real time so downstream systems can react to changes without polling., compliance-profile JAR tasks on serverless, and a new SQL window function.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 4 FEATURES 1 OF 4 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
Unity Gateway API and developer tools GA new 85

The Unity Gateway API for managing model services, model-provider services, and MCP services is now generally available with full create, read, update, list, and delete support.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ It can be managed via Terraform provider 1.132.0+, Databricks CLI v1.17.0+ (including Declarative Automation Bundles support in Beta), Python SDK databricks-sdk 0.136.0+, Go SDK databricks-sdk-go v0.178.0+, Java SDK databricks-sdk-java 0.153.0+, and JavaScript SDK @databricks/sdk-aigateway 0.19.0+.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names exact SDK/CLI/Terraform versions but no usage walkthrough Unity Gateway API and developer tools are ge…
02 00
Automatic Change Data Feed coming to all regions new 65

Automatic Change Data Feed (Auto CDF) will compute row-level changes at query time using row tracking, eliminating the need to enable change data feed on each individual Delta Lake or Apache IcebergApache IcebergAn open table format for large analytic datasets, maintained by the Apache Software Foundation, that gives cyber tools reliable schema evolution, time-travel queries, and atomic commits on object storage or HDFS. v3 table. It requires Databricks Runtime 19 or above with row tracking enabled on the table, and is rolling out through October 2026.

— Explains mechanism and runtime requirement but not yet available Automatic change data feed will soon be avai…
03 00
counter_diff SQL window function new 65

Adds the counter_diff analytic window function to Databricks SQL and Databricks Runtime 19+, calculating differences between consecutive cumulative counter values and handling counter resets in time-series analysis.

— Names the exact function and runtime version, no example query given The counter_diff SQL window function is now …
thinner coverage below
04 00
JAR tasks on serverless for compliance security profile new 45

JAR tasks (Java or Scala Spark code) in Lakeflow Jobs will soon run on serverless compute for workspaces with the compliance security profile enabled, removing the need to provision or manage clusters.

— Describes scope and benefit but is an upcoming preview, not yet usable JAR tasks on serverless compute will soon be…
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◆  Threat Intelligence

Hudson Rock

Sources Release page → 1 release · seen 2026-09-17 Notes Rank Why this rank top features scored 75/65/45 — 61.67 How ranking works →

Hudson Rock is a cybersecurity threat intelligence platform that detects compromised credentials and leaked data across the internet.

Hudson Rock's Cavalier API gains a Supply Chain Risks view for third-party infostealer exposure, company and account management with a company search endpoint, and six new search endpoints and fields covering term, PC-name, advanced, subdomain and directory-tree queries.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 3 FEATURES 1 OF 3 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
New search endpoints and fields in Cavalier API new 75

Adds six new search capabilities to the Cavalier API: a Search by Term endpoint for free-text querying across infostealer records, a Search by PC Name endpoint to look up infostealer-compromised machines by hostname, an Advanced Search endpoint for compound, multi-criteria infostealer queries, a Search Data Field extending query filtering options across existing search surfaces, a Subdomain Filtering feature to scope company and domain searches to specific subdomains, and a Directory Tree field exposing filesystem path data from infostealer-collected machine telemetry.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Six named surfaces but no HTTP methods or paths given. snapshot-20260917
02 00
Company and account management and search new 65

Adds Company Management functionality for organising and administering monitored companies, an Account Management endpoint for programmatic control of account resources, and a Company Search endpoint for querying companies within the Cavalier dataset.

— Endpoints named but no HTTP method or path given. snapshot-20260917
thinner coverage below
03 01
Supply Chain Risks in Cavalier API new 45

Adds a Supply Chain Risks capability that surfaces infostealer exposure across third-party vendor relationships.

— Describes purpose but names no endpoint or method. snapshot-20260917
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MISP

Sources Release notes → 1 release · 2026-09-17 Notes Rank Why this rank top features scored 95/90/65, +15 breaking change, +10 product media, +6 runnable example — 114.33 How ranking works →

MISP (core software) - Open Source Threat Intelligence and Sharing Platform

MISP v2.5.47 introduces an AI-assisted analysis integration, native PostgreSQL support, and a new ledger-based database migration system, alongside detection-rule sharing objects, Overmind UI filtering improvements, and updated threat-intel galaxies.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 9 FEATURES 2 OF 9 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
Ledger-based database migration system breaking 95

Migrates database schema management from a single db_version integer to a schema_migrations ledger under app/Lib/Migration/Migrations/, with pending and failed migrations exposed as migrations_pending and migrations_failed fields in the diagnostic payload.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Adds cake Admin migrationStatus, cake Admin migrationApply (with --dry-run to preview SQL), and cake Admin migrationCreate console commands. Fleet monitoring that alerted on actual_db_version differing from expected_db_version must move to the new fields since db_version is now frozen at 159; runUpdates (and site-admin login) now stops on the first migration failure instead of continuing.

Check which database migrations are pending or failed before or after an upgrade, to verify schema state across a fleet.
$ cake Admin migrationStatus
Preview the exact SQL a pending migration will execute without applying it, useful for change-control review before touching production.
$ cake Admin migrationApply --dry-run
— Runnable commands, named fields, and explicit breaking behaviour. v2.5.47
02 00
AI-assisted analysis integration new 90

Adds Plugin.AI_* settings under a new AI tab in server settings, gated by the new perm_ai_tools role permission, to configure an AI-assisted analysis integration via the ai_connector misp-module. Supports four actions — summarise event, summarise report, recommend tags, and extract indicators — with all AI-derived content tagged with ai-computer-assisted provenanceprovenanceEvidence recording where a software artifact came from and how it was built, including its source and build process. It helps a consumer check that the artifact matches a trusted build. tags; adds two workflow action modules, Summarise report with AI and Extract indicators with AI, and documents the integration contract in docs/dev/ai_integration.md, including a fake module server for testing without an LLMLLMA large language model, a neural network trained on large amounts of text to recognize patterns and generate language. Applications use it for tasks such as answering, summarizing and writing code.. This replaces the earlier CTIInfoExtractor endpoint and its settings, which are removed.

Enable AI-assisted analysis for analysts by configuring the LLM endpoint and granting the required role permission via the AI tab in server settings.
📍In MISP, go to Administration › Server Settings & Maintenance › AI, set the Plugin.AI_* values for your LLM endpoint and model, then use the Test LLM button to verify connectivity. Grant the perm_ai_tools permission to the relevant roles under Administration › Roles.
— Names settings, permission, actions, and replaced endpoint with setup steps. v2.5.47
03 00
PostgreSQL 16 install support new 65

Adds INSTALL/POSTGRESQL.sql and a PostgresObserverExtended datasource to support fresh installs on PostgreSQL 16, with install steps documented in docs/CONFIG.postgresql.md.

— Names install script, datasource, and docs path. v2.5.47
04 00
Overmind UI filtering and editing improvements improved 65

Adds a new More filters expandable section to the users, servers, organisations, workflows, logs, galaxy clusters, collections, and event attribute indexes in Overmind. Adds a collection card and *add to collection* action to the event view, a JSON field component used by the decaying model modal, an add button on the event reports tab, and an improved markdown editor for event report previews.

— Names each UI surface but only general navigation. v2.5.47
thinner coverage below
05 00
Detection rule sharing objects new 55

Adds elastic-detection-rule, kql-analytics-rule, kunai-rule, and splunk-rule MISP objects for detection rule sharing.

— Names four new object types but no usage example. v2.5.47
06 00
Threat intel galaxy updates improved 55

Adds a new MITRE ATLASMITRE ATLASA MITRE-maintained knowledge base of adversarial tactics and techniques targeting AI and machine learning systems, modelled on ATT&CK, giving cyber tools a structured taxonomy for AI-specific threat modelling. Case Study galaxy and updates MITREMITREA US federally funded research and development center that maintains public frameworks—ATT&CK, CVE, D3FEND—that cyber tools use to classify threats, vulnerabilities, and defensive techniques in a common language. ATLAS to the 2026.08 release, adds MITRE D3FEND techniques and relations, and moves the MITRE Fraud Framework (F3) to version 1.1 with relationships in misp-galaxy.

— Names specific galaxy versions but no usage steps. v2.5.47
07 02
Case-insensitive tag name deduplication breaking 55

Tag names that collide under a new case-insensitive collation on tags.name are merged into the oldest tag, with every reference repointed; instances with such collisions will have tags merged automatically on upgrade.

— Explains mechanism and upgrade impact, no manual action needed. v2.5.47
08 00
New default feeds: TweetFeed and Threatbase new 35

Adds TweetFeed and several Threatbase feeds to the default MISP feed list.

— Names feed sources but no count or config detail. v2.5.47
09 00
Phar stream wrapper hardening improved 35

Unregisters the phar stream wrapper in both entry points as a defence-in-depth hardening measure.

— Names mechanism but no further operational detail. v2.5.47
└──▷ BREAKING ON UPGRADE
  • !
    Fleet monitoring that alerted on actual_db_version differing from expected_db_version must move to the new migrations_pending and migrations_failed diagnostic fields; the version pair can no longer diverge as the db_version counter is frozen at 159.
  • !
    runUpdates (and site-admin login) now stops on the first migration failure instead of marking the failure as done and continuing.
  • !
    The earlier CTIInfoExtractor endpoint and its settings are removed and replaced by the new Plugin.AI_* AI integration.
  • !
    Tag names that collide under the new case-insensitive collation on tags.name are merged into the oldest tag, with every reference repointed — instances with such collisions will have tags merged automatically on upgrade.
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Exposure & Vulnerability Management
◆  Vulnerability Management

Brinqa

Sources Release page → 1 release · 2026-09-11 Notes Rank Why this rank top features scored 90/78/76, +6 runnable example — 87.33 How ranking works →

Brinqa 12.3.295 introduces Vulnerability Deduplication (ExploitIQ) to consolidate duplicate findings into unified Intelligent Vulnerabilities, a no-code SmartFlows automation builder, an expanded public API with matching MCPMCPModel Context Protocol, a standard for connecting AI applications to external tools and data sources. A compatible server exposes capabilities an assistant can use through a common interface. tools, and scheduled PDF dashboard reporting, alongside BQL query enhancements, connector schema-change review, and a redesigned sidebar.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Brinqa is a risk and security analytics platform that aggregates and correlates security data to prioritize vulnerabilities and threats.

Brinqa 12.3.295 introduces Vulnerability Deduplication (ExploitIQ) to consolidate duplicate findings into unified Intelligent Vulnerabilities, a no-code SmartFlows automation builder, an expanded public API with matching MCPMCPModel Context Protocol, a standard for connecting AI applications to external tools and data sources. A compatible server exposes capabilities an assistant can use through a common interface. tools, and scheduled PDF dashboard reporting, alongside BQL query enhancements, connector schema-change review, and a redesigned sidebar.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 9 FEATURES 1 OF 9 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
Vulnerability Deduplication (ExploitIQ) new 90

Introduces Vulnerability Deduplication (ExploitIQ), which consolidates duplicate vulnerability definitions into a single Intelligent Vulnerability (IV) and Intelligent Vulnerability Definition (IVD) with consolidated evidence and risk scoring.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Adds a deduplication configuration page to turn deduplication on or off, choose participating integration sources, set matching confidence level, and enable or disable individual pipeline steps.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Adds a new Intelligent Vulnerabilities relationship tab on Host, Container, and Container Image detail views. Introduces a system-managed SmartFlow and a dedicated trigger deduplication processing action for orchestrating deduplication after data load, plus in-product progress indicators for IV/IVD generation and operational metrics and a dashboard for the deduplication pipeline.

— Explains mechanism, configuration, UI, and orchestration in detail. 12.3.295
02 00
BQL query language enhancements new 78

Adds a BQL grammar reference endpoint and a debugging option on the BQL API to inspect generated queries; adds UNION ALL support in BQL to combine multiple filter criteria in a single Metric; adds string-literal output columns in BQL, including within unions; and introduces a consolidate-by-BQL action that re-consolidates a selected subset of source records by targeting them with a BQL query.

Use UNION ALL in a BQL Metric to surface critical findings from two separate filter criteria in one query result.
$ SELECT id, title, severity FROM findings WHERE severity = 'CRITICAL'
UNION ALL
SELECT id, title, severity FROM findings WHERE cvssScore >= 9.0
— Names endpoint and syntax with a runnable example query. 12.3.295
03 00
Scheduled PDF Dashboard Snapshots new 76

Introduces Scheduled PDF Dashboard Snapshots: schedule exports as PDFs, target ownership groups, manage a personal My Snapshots inbox with expiration and bulk delete, and deliver via secure link or attachment.

— Names inbox, delivery methods, and lifecycle controls. 12.3.295
04 00
Public API and MCP tools expansion new 71

Introduces new public API endpoints and matching MCP tools covering flow execution and history, record comments (create, list, search), dataset writes (single and bulk create/update/delete), button-flow discovery and triggering, and ticket creation from findings. Adds a consolidated Record Comments API supporting read, search, and manage operations, with BQL support for querying comments and traversing them back to their records.

— Lists many endpoint areas but no exact paths given. 12.3.295
05 00
Connector Schema Change Review new 71

Adds Connector Schema Change Review: select a connector version, review detected schema changes in a diff table, and Review, Ignore, or Resolve each change inline — with user-customized consolidation mappings preserved across upgrades.

— Describes a clear inline review workflow and preservation behavior. 12.3.295
06 00
SmartFlows no-code automation builder new 68

Introduces SmartFlows, a visual no-code automation builder supporting webhook and API triggers, filter and action blocks, parallel orchestration, Email/Slack/Microsoft Teams notifications, and dashboard snapshot delivery.

— Names triggers and channels but no build-step walkthrough. 12.3.295
thinner coverage below
07 00
BrinqaIQ Assistant capability parity improved 54

Adds BrinqaIQ Assistant multi-turn context, BQL and CVE lookup grounding, automation launch and tracking, and capability parity with the Brinqa MCP tool surface.

— Lists new abilities without a usage example. 12.3.295
08 00
Reusable Notification Templates new 52

Adds Notification Templates with a merge-fields editor, data-model-aware dynamic variables, and the ability to clone and reuse templates across notification actions.

— Describes editor and variables but no config location. 12.3.295
09 00
Redesigned sidebar navigation improved 44

Redesigns the sidebar with collapsed-rail flyouts, collapsible submenu sections that remember their state, expanded multi-theme support, and broad styling improvements.

— Lists UI changes without exact navigation detail. 12.3.295
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Identity, Access & Data Protection
◆  Secure Access (VPN / SASE / ZTNA)

Cisco Duo Desktop

Sources Release page → 1 release · seen 2026-09-17 Notes Rank Why this rank top features scored 55, +6 runnable example — 61 How ranking works →

Cisco Duo secures workforce access and defends against advanced identity threats with IAM, phishing-resistant MFA, SSO, passwordless, and device trust.

Cisco Duo Desktop now lets administrators pre-configure the telemetry consent setting org-wide, removing the start-up prompt end users would otherwise see.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 1 FEATURE 0 OF 1 FEATURE most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Admin-configurable telemetry consent preference new 55

A new system-wide administrator preference lets organizations pre-configure the telemetry/error-and-usage-data collection setting for Duo Desktop before deployment.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Admins set this via the app's administrator preference controls to enable or disable data collection, bypassing the start-up consent prompt end users would otherwise see.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

When deploying Duo Desktop org-wide, pre-configure the telemetry preference so users are never prompted at start-up.
📍In the Duo Desktop admin configuration, set the telemetry/error-and-usage-data preference system-wide via the app's administrator preference controls to either enable or disable collection before users launch the app.
— Names the setting and admin path but no exact config key or file. snapshot-20260917
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DNSFilter

Sources Blog / feed → 1 release · 2026-09-16 Blog Rank Why this rank top features scored 75/65, +6 runnable example — 76 How ranking works →

DNSFilter's macOS Roaming Client v2.4.6 Beta adds a DNS-over-HTTPSDNS-over-HTTPSA protocol that tunnels DNS queries inside encrypted HTTPS requests, hiding lookups from network observers. Cyber tools use it to evade DNS-based monitoring or filtering. fallback for VPNVPNA virtual private network, an encrypted tunnel between devices or networks. It carries traffic across another network as though the endpoints had a private connection. environments and rolls out an updated certificate bundle including a new root CA.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Give feedback to the DNSFilter team so we can make more informed product decisions. Powered by Canny.

DNSFilter's macOS Roaming Client v2.4.6 Beta adds a DNS-over-HTTPSDNS-over-HTTPSA protocol that tunnels DNS queries inside encrypted HTTPS requests, hiding lookups from network observers. Cyber tools use it to evade DNS-based monitoring or filtering. fallback for VPNVPNA virtual private network, an encrypted tunnel between devices or networks. It carries traffic across another network as though the endpoints had a private connection. environments and rolls out an updated certificate bundle including a new root CA.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 0 FEATURES2 FEATURES 0 OF 2 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
DNS-over-HTTPS fallback over VPN new 75

An install-time flag ENABLE_DOH_FALLBACK=true maintains DNSFilter enforcement over DNS-over-HTTPSHTTPSHTTP carried over an encrypted TLS connection. It protects traffic in transit and lets a browser verify the server's certificate. when a corporate VPN blocks the DNS-over-TLSDNS-over-TLSA protocol that wraps DNS queries inside a TLS connection on port 853, preventing eavesdroppers from reading or tampering with hostname lookups. Cyber tools use it to keep reconnaissance and C2 traffic from leaking in plaintext. port.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names exact flag and trigger condition, no deployment steps 09/16 September 16 – macOS Roaming Client v2…
02 00
Updated macOS certificate profile with new root CA improved 65

Updated macOS certificate profiles now bundle all DNSFilter roots — including the new DNSFilter Root CA G1 — in a single push profile, replacing prior installs in place. Deploy via Deployments → Roaming Clients → Beta Channel, re-download the macOS certificate profile, and push it through MDMMDMMobile device management, centrally configuring and managing enrolled devices. Administrators use it to apply settings, distribute applications and enforce device security policies. to replace the existing profile automatically.

Deploy the updated certificate profile (with DNSFilter Root CA G1 included) to managed Macs via MDM to replace the previously installed profile in place.
📍In the dashboard, go to Deployments → Roaming Clients → Beta Channel, re-download the macOS certificate profile, and push it through your MDM — it replaces the existing profile automatically.
— Names new root CA and gives exact MDM deployment path 09/16 September 16 – macOS Roaming Client v2…
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◆  Identity & Access Management

BeyondTrust

Sources Blog / feed → 1 release · 2026-09-16 Blog Rank Why this rank top features scored 80/80/80 — 80 How ranking works →

BeyondTrust's Endpoint Credential Manager 1.6.2609 adds four new appSettings keys covering certificate validation, credential result limits, and plugin debugging, and documents every key ECM reads in Example.config.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

BeyondTrust provides privileged access management and endpoint security solutions to control, monitor, and audit user access to critical systems.

BeyondTrust's Endpoint Credential Manager 1.6.2609 adds four new appSettings keys covering certificate validation, credential result limits, and plugin debugging, and documents every key ECM reads in Example.config.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 5 FEATURES 0 OF 5 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Certificate revocation validation setting new 80

Adds requireCertificateRevocationCheck appSettings key (default false) to reject certificates whose revocation status cannot be determined, intended for hosts without a reachable CRLCRLA Certificate Revocation List is a signed file, published by a certificate authority, listing certificates it has revoked before expiry so that clients can reject compromised or mis-issued credentials without contacting the CA live. or OCSPOCSPA protocol for checking whether a TLS certificate has been revoked, defined in RFC 6960, letting clients query a CA's responder in real time instead of downloading full CRL lists. endpoint.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Allow ECM to connect when the appliance certificate is issued by an internal CA (e.g. ADCSADCSActive Directory Certificate Services, Microsoft's PKI role for issuing and managing X.509 certificates inside a Windows domain; cyber tools target it because misconfigurations frequently allow privilege escalation or domain compromise.) that does not publish a CRL — use only until the issuing CA certificate is deployed to the host.
xml
<appSettings>
  <add key="requireCertificateRevocationCheck" value="false" />
  <add key="allowUntrustedApplianceCertificate" value="true" />
</appSettings>
— Names key, default, and exact use case with runnable config Endpoint Credential Manager 1.6.2609 release…
02 00
Untrusted appliance certificate acceptance setting new 80

Adds allowUntrustedApplianceCertificate appSettings key (default false) to accept appliance certificates that do not chain to a trusted root, for hosts where the issuing CA is not yet installed.

Allow ECM to connect when the appliance certificate is issued by an internal CA (e.g. ADCS) that does not publish a CRL — use only until the issuing CA certificate is deployed to the host.
xml
<appSettings>
  <add key="requireCertificateRevocationCheck" value="false" />
  <add key="allowUntrustedApplianceCertificate" value="true" />
</appSettings>
— Names key, default, and exact use case with runnable config Endpoint Credential Manager 1.6.2609 release…
03 00
Verbose plugin exception debugging setting new 80

Adds VerbosePluginExceptions appSettings key to return full plugin exception text to the appliance for field debugging, replacing the default correlation-ID-only response.

Enable full plugin exception detail during a field debugging session to diagnose credential retrieval failures without a rebuild.
xml
<appSettings>
  <add key="VerbosePluginExceptions" value="true" />
  <add key="MaxReturnedCredentials" value="750" />
</appSettings>
— Names key, default behavior, and debugging use case Endpoint Credential Manager 1.6.2609 release…
04 00
Credential result limit override new 75

Adds MaxReturnedCredentials appSettings key to override the credential result limit in configuration, raising the ceiling to 750, without requiring a rebuild.

Enable full plugin exception detail during a field debugging session to diagnose credential retrieval failures without a rebuild.
xml
<appSettings>
  <add key="VerbosePluginExceptions" value="true" />
  <add key="MaxReturnedCredentials" value="750" />
</appSettings>
— Names key and new limit with runnable config example Endpoint Credential Manager 1.6.2609 release…
thinner coverage below
05 00
Documented appSettings keys in Example.config improved 35

ECM now documents every appSettings key it reads in Example.config.

— Names file but gives no further mechanism or scope Endpoint Credential Manager 1.6.2609 release…
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Auth0

Sources Blog / feed → 2 releases · 2026-09-16 Blog Rank Why this rank top features scored 76/43/38, +10 product media — 62.33 How ranking works →

Secure users, AI agents, and more with Auth0, an easy-to-implement, scalable, and adaptable authentication and authorization platform.

Auth0's new B2B Connect Early Access release adds real-time enterprise connection event streaming, automatic IdPIdPA service that authenticates users and supplies identity information to other applications. It is the sign-in authority behind many single sign-on systems.-driven session termination, and the ability to connect directly to Auth0 without an external authorization server.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 4 FEATURES 3 OF 4 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
Enterprise connection event streaming new 76

Auth0 now streams enterprise connection lifecycle events — connection.created, connection.updated, and connection.deleted — for enterprise connections including Azure AD, ADFS, Google Workspace, Active DirectoryActive DirectoryMicrosoft's directory service for Windows networks that centralises authentication and authorisation; cyber tools target or integrate with it because it controls identity and access across most enterprise environments., LDAPLDAPA protocol for querying and modifying directory services, standardized under RFC 4511, commonly used to look up users, groups, and attributes in corporate identity stores like Active Directory., and Ping, eliminating the need to poll the Management API for connection changes.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Events are delivered as CloudEvents-formatted JSON to a webhook, Amazon EventBridgeEventBridgeAWS's managed event bus service that routes events between cloud services, SaaS apps, and custom code using rules and targets, letting tools react to state changes without polling or managing message infrastructure., or a custom event pipeline.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names event types, IdPs, and delivery mechanisms but no endpoint Enterprise Connection Events — Early Access …B2B Connect - Enterprise in Early Access! (2…
thinner coverage below
02 02
Direct Auth0 connections without external IdP new 43

Supports connecting an application directly to Auth0 without an external authorization server, with new quickstart guides provided to get started.

— Mentions quickstart guides as a starting point but no commands B2B Connect - Enterprise in Early Access! (2…
03 03
Automatic session termination on IdP logout new 38

Automatically terminates active application sessions when the enterprise IdP ends the corresponding session, keeping app and IdP session state in sync.

— Describes behavior but no configuration surface named B2B Connect - Enterprise in Early Access! (2…
04 00
Email-domain based SSO resolution new 13

B2B Connect Early Access adds email-domain SSOSSOSingle sign-on, using one identity provider to sign in to multiple applications. It reduces separate passwords and centralizes account and access management. resolution, though the release notes give no further detail on how it works.

— Named only in the summary with no mechanism described B2B Connect - Enterprise in Early Access! (2…
└──▷ ALSO FROM THESE RELEASES
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JumpCloud

Sources Blog / feed → 7 releases · 2026-09-17 Blog Rank Why this rank top features scored 84/80/78, +15 breaking change, +10 product media, +6 runnable example — 111.67 How ranking works →

JumpCloud makes it simple to manage Windows, Apple, Linux, and Android devices and to deliver secure access with SSO, MFA, Zero Trust, RADIUS, and more.

JumpCloud's biggest window additions are a new Access Requests approval workflow with webhook notifications, an MCP ServerMCP ServerA process that exposes tools, resources, and prompts over Anthropic's Model Context Protocol, letting an AI agent call external APIs or local services through a standardised interface. capability in AI Gateway with usage dashboards and discovery, and forced SAMLSAMLA standard for passing signed identity assertions between a sign-in provider and an application. It lets a user sign in through their organization's identity provider./OIDCOIDCOpenID Connect, a sign-in protocol built on OAuth 2.0. An application uses identity information from a trusted provider instead of maintaining a separate password for each user. re-authentication support, alongside a wide set of MDMMDMMobile device management, centrally configuring and managing enrolled devices. Administrators use it to apply settings, distribute applications and enforce device security policies., MFA, SaaS Management and Password Manager improvements plus two breaking API and package changes.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 20 FEATURES 4 OF 20 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
User reactivation API endpoint change breaking 84

The GET api/systemusers/reactivate/{id} endpoint is deprecated and now returns a 404 error; it is replaced by POST https://console.jumpcloud.com/systemusers/reactivate/{id} with an activation_email field in the request body for user reactivation.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Migrate a user-reactivation integration from the deprecated GET endpoint to the required POST endpoint.
$ curl -s -X POST 'https://console.jumpcloud.com/systemusers/reactivate/<user-id>' \
  -H 'x-api-key: <your-api-key>' \
  -H 'Content-Type: application/json' \
  -d '{"activation_email": "<email_address>"}'
— Exact old/new endpoints, method and field, with runnable example Release Notes 2024 (2026-09-17)
02 00
Forced re-authentication for SAML and OIDC new 80

The IdPIdPA service that authenticates users and supplies identity information to other applications. It is the sign-in authority behind many single sign-on systems. now honors ForceAuthn="true" in SAML and prompt=login in OpenID ConnectOpenID ConnectOpenID Connect, a sign-in protocol built on OAuth 2.0. An application uses identity information from a trusted provider instead of maintaining a separate password for each user., triggering fresh credential prompts even during active sessions; a new sso_auth event in Directory Insights logs captures these forced re-authentication events for both SAML and OIDC sessions.

Audit forced re-authentication events in Directory Insights to verify that high-stakes app step-up logins are being recorded for compliance.
📍In the Admin Portal, go to Directory Insights, open the Events filter, and select the sso_auth event type to view all forced re-authentication events.
— Exact parameter names and audit event, with UI filter path Release Notes 2025 (2026-09-17)
03 00
OAuth client authentication type for agents new 78

Adds a client authentication type setting on an agent's Authentication tab, letting admins choose Client secret basic (credentials sent in the authorization header, the default) or Client secret post (credentials sent in the request body) when the agent requests an OAuth token from JumpCloud — matching external platforms such as Amazon Bedrock AgentCore that require a specific credential-delivery method.

Match an external platform's OAuth requirement (e.g., Amazon Bedrock AgentCore) by selecting how the agent sends its client credentials when requesting a token.
📍In the JumpCloud Admin Portal, open the agent's Authentication tab, then under client authentication type select Client secret basic (credentials in authorization header) or Client secret post (credentials in request body) to match the external platform's OAuth configuration.
Register a new AI agent and configure it to use Client secret post authentication to integrate with Amazon Bedrock AgentCore.
📍1. Go to Identity Management › Agents and click + Add. 2. Enter the agent name, owner, and company email on the Details tab. 3. On the Authentication tab, generate OAuth client credentials, then set the client authentication type to Client secret post so credentials are sent in the request body.
— Names exact field values and OAuth mechanism via UI path Release Notes 2026 (2026-09-17)
04 02
MCP Server monitoring and discovery in AI Gateway new 73

Introduces an MCP Server capability in AI Gateway. Adds a Dashboard tab with org-wide MCP server usage metrics, tool call volume, error rates, trend charts, and per-server drill-down; MCP servers already running on managed devices can be discovered and connected via Access > AI & SaaS ManagementSaaS ManagementA category of software that tracks, governs, and optimises an organisation's portfolio of SaaS subscriptions, covering spend, access, and licence utilisation from a single control plane. > Applications, checking the MCP Connection column for Discovered status and clicking Add MCP Server.

Discover and connect an MCP server already running on a managed device to AI Gateway without leaving the SaaSSaaSSoftware delivered over the internet and run on the provider's infrastructure, so the buyer pays a subscription instead of installing or operating anything locally. management view.
📍1. Go to Access › AI & SaaS Management › Applications. 2. Find the application and check the MCP Connection column for Discovered. 3. Click the status, review the discovered MCP servers, then click Add MCP Server to connect it to AI Gateway.
— Names dashboard metrics and exact discovery UI path Release Notes 2026 (2026-09-17)Release Notes 2025 (2026-09-17)
05 03
Password Manager Linux package migration breaking 67

The Password Manager Linux .appimage build is discontinued (unsupported as of April 18, 2024) and replaced by RPM and Debian (Ubuntu x86) packages; existing .appimage users must delete their current build and download the new package from the Password Manager downloads page.

— Exact deprecation date and migration path named What’s New: Password Manager Desktop App (20…Release Notes 2023 (2026-09-17)
06 00
AI Assistant knowledge base uploads new 65

AI Assistant supports knowledge base uploads in PDF, TXT, DOCX, and MD formats, up to 10 MB per file and 25 files per org, with source attribution shown in chat responses.

— Exact formats and size/count limits, no UI path given Release Notes 2026 (2026-09-17)
07 00
Bulk credential import into Password Vault new 64

Password Vault supports bulk import of team credentials from a CSV or Excel file exported from a previous password manager, via the User Portal's Password Vault bulk import option.

Bulk-import team credentials into Password Vault from a previous password manager export to eliminate credential sprawl on day one.
📍1. Log in to the JumpCloud User Portal and open Password Vault from the left navigation. 2. Select the bulk import option and upload a CSV or Excel file containing your credentials.
— Exact file formats and UI path named Release Notes 2026 (2026-09-17)
08 00
RSS feeds for release notes and bug fixes new 64

Adds RSS feed subscriptions from the Release Notes and Bug Fixes page: Subscribe to Support RSS Feed, Subscribe to Release Notes and Bug Fixes RSS Feed, Subscribe to Agent Release Notes RSS Feed, and Subscribe to Bug Fixes RSS Feed.

Subscribe to only JumpCloud product and agent release notes in your RSS reader, filtering out general Help Center noise.
📍1. Go to the JumpCloud Release Notes and Bug Fixes page. 2. Click Subscribe to Release Notes and Bug Fixes RSS Feed. 3. Open your RSS reader and add the provided feed URL to begin receiving product release notes and agent release note updates automatically.
— Names all four feed options with a runnable subscription flow Subscribe to New Feature and Product Update …
thinner coverage below
09 00
Dynamic device groups by attribute rules improved 53

Dynamic Device Groups can be created under Device Groups > New Group by enabling Dynamic and adding a rule (e.g. Attribute Vendor equals a value) so membership updates automatically as matching devices enroll.

Create a dynamic device group that automatically includes all devices from a specific vendor so new endpoints are governed the moment they enroll.
📍In the Admin Portal, go to Device Groups › New Group, enable Dynamic, add a rule where Attribute is Vendor equals your target value, and save — membership updates automatically as devices enroll.
— Names UI steps and example attribute rule Release Notes 2023 (2026-09-17)
10 00
SentinelOne agent deployment via Commands new 51

Adds a SentinelOne integration script usable through the existing Linux Commands feature to silently install the SentinelOne agent across a targeted Linux device group.

Run a SentinelOne agent deployment across all Linux devices in an org using the existing Commands feature.
📍In the Admin Portal, go to Device Management › Commands, create a new Linux command using the SentinelOne integration script, and target the desired Linux device group to silently install the SentinelOne agent.
— Names integration and command path, no version/limits Release Notes 2022 (2026-09-17)
11 00
Default password policy grace-period enforcement improved 45

Default password policy enforcement now brings users into compliance on their next password change rather than immediately, with an optional firm compliance date admins can set.

— Describes before/after behavior, no config key named Release Notes 2024 (2026-09-17)
12 00
Windows MDM policies via Configuration Service Providers new 43

New Windows MDM policy framework built on Configuration Service Providers (CSPs) lets IT admins configure any company policy directly via CSPCSPContent Security Policy: a browser security mechanism, standardized by the W3C, that lets a web server declare which sources of scripts, styles, and other resources a page may load, blocking injection attacks..

— Names CSP mechanism but no config example Release Notes 2024 (2026-09-17)
13 00
Duo Universal Prompt support for MFA improved 41

Supports Duo Universal Prompt for MFAMFAMulti-factor authentication, requiring proof from different categories, such as a password and a hardware key, to sign in. It reduces reliance on a password alone. ahead of Duo's March 30, 2024 end-of-life for the traditional prompt.

— Names deadline but no config steps Release Notes 2023 (2026-09-17)
14 00
Manual app tracking in SaaS Management new 38

Admins can manually add apps to SaaS Management to track, warn on, and block them before the app is picked up by automatic discovery.

— Describes capability, no UI path given Release Notes 2024 (2026-09-17)
15 00
MDM certificate expiration widget new 32

Adds an Upcoming Certificate Expirations widget to the JumpCloud homepage under MDM, giving at-a-glance visibility into certificate lifecycle status.

— Names the widget but no interaction detail Release Notes 2022 (2026-09-17)
16 00
Interactive password complexity dialog improved 27

Adds an interactive, as-you-type password complexity dialog that is mobile-responsive and WCAG-compliant.

— Describes design but not where it appears or config Release Notes 2022 (2026-09-17)
17 00
Sort Password Manager items by nickname improved 23

Password Manager desktop app adds the ability to sort items by nicknames.

— Bare feature name, no UI path given What’s New: Password Manager Desktop App (20…
18 00
Android 15 support in MDM new 21

MDM fully supports Android 15.

— Bare compatibility statement, no detail Release Notes 2024 (2026-09-17)
19 00
AI Commands Builder new 12

Adds an AI Commands Builder.

— Named only in release summary, no description Release Notes 2025 (2026-09-17)
20 04
Shadow AI Dashboard new 12

Adds a Shadow AI Dashboard.

— Named only in release summary, no description Release Notes 2025 (2026-09-17)
└──▷ ALSO FROM THESE RELEASES
Query users whose department contains a pipe character, such as Finance | Accounting, alongside other departments in a single API filter call.
$ curl -s -X GET 'https://console.jumpcloud.com/api/systemusers?filter=department:$in:Finance \| Accounting|IT' \
  -H 'x-api-key: <your-api-key>' \
  -H 'Content-Type: application/json'
└──▷ BREAKING ON UPGRADE
  • !
    The JumpCloud Password Manager Linux .appimage build is replaced by a Debian (Ubuntu x86) package; existing .appimage users must delete their current build and download the new Debian build from the Password Manager downloads page.
  • !
    The GET api/systemusers/reactivate/{id} endpoint is deprecated and now returns a 404 error; replace all usages with POST https://console.jumpcloud.com/systemusers/reactivate/{id} with activation_email in the request body.
  • !
    Dynamic Groups memberQuery API filter operators $le and $ge are deprecated; replace with $lte and $gte respectively in any API requests using these operators.
  • !
    The .appimage Linux build is no longer supported as of April 18, 2024; users must migrate to the RPM or Debian build.
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Passbolt

Sources Release page → 1 release · 2026-09-17 Notes Rank Why this rank top features scored 55, +10 product media — 65 How ranking works →

Passbolt introduced a beta Offline Mode that lets users mark resources for offline access and continue signing in, viewing and autofilling selected credentials when the server is unreachable.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Manage and share passwords securely with Passbolt. Open source, audited and built for teams that need collaboration, compliance and control.

Passbolt introduced a beta Offline Mode that lets users mark resources for offline access and continue signing in, viewing and autofilling selected credentials when the server is unreachable.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 1 FEATURE 0 OF 1 FEATURE most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Offline Mode (Beta) for server outages new 55

Users can mark resources as available offline, then sign in and access those credentials — including read-only access and autofill — when the Passbolt server cannot be reached.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Describes behaviour and scope but no config key or flag given Enjoy the Silence | Browser Extension & API
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◆  Data Security & DLP

Varonis

Sources Release page → 1 release · 2026-09-15 Notes Rank Why this rank top features scored 60, +10 product media — 70 How ranking works →

Varonis introduced Data Lifecycle Management, a new capability that automatically finds, prioritizes, and quarantines redundant, obsolete, and trivial (ROT) data across connected data sources to cut storage costs and reduce risk.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

The leading data and AI security platform that proactively reduces risk, enforces policies, and stops active threats with our AI-native automation.

Varonis introduced Data Lifecycle Management, a new capability that automatically finds, prioritizes, and quarantines redundant, obsolete, and trivial (ROT) data across connected data sources to cut storage costs and reduce risk.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 1 FEATURE 1 OF 1 FEATURE most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
Data Lifecycle Management for ROT data new 60

Data Lifecycle Management (DLM) combines data classification, permissions mapping, and activity analysis to automatically identify, prioritize, and quarantine redundant, obsolete, and trivial (ROT) data — stale, duplicate, overexposed, and expired files — across connected data sources.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ A ROT dashboard surfaces cost-savings potential and compliance risk areas, lets users drill into any duplicate group to see the original file, where copies live, and which copies are stale, sensitive, or overexposed, and applies configurable, out-of-the-box policies for duplicates, staleness, and retention with fully reversible quarantine.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Describes mechanism and UI but no config keys or APIs named Cut storage costs, improve AI outputs, and r…
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Governance, Risk & Compliance
◆  Continuous Control Monitoring (CCM)

RegScale

Sources Blog / feed → 1 release · 2026-09-17 Blog Rank Why this rank top features scored 57 — 57 How ranking works →

RegScale is a compliance and security governance platform that automates regulatory assessment, documentation, and continuous monitoring across organizations.

RegScale CLI 6.47.0 adds support for importing JCAM digital identity data covering NIST 800-63NIST 800-63A suite of NIST guidelines defining digital identity assurance levels, covering identity proofing, authentication, and federation. Cyber tools use it to align credential and access controls to a federally recognized risk framework. assurance levels and federation rationale.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 1 FEATURE 0 OF 1 FEATURE most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
JCAM import for NIST 800-63 digital identity data new 57

The CLI adds JCAM import support for NIST 800-63 digital identity data, including assessed and implemented Identity, Authenticator, and Federation assurance levels, rationale for differences between them, comparability demonstrations, and rationale for not accepting federated identities.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names data types and assurance levels but no command or flag CLI 6.47.0 (2026-09-17)
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◆  Compliance Automation & Trust Management

Compyl

Sources Release page → 1 release · 2026-09-15 Notes Rank Why this rank top features scored 75/70/65, +10 product media — 80 How ranking works →

Compyl expanded Azure and ServiceNow evidence collection, added AI-powered answer-mapping to Questionnaire Assist, and sped up several syncs by moving them from full rebuilds to incremental updates.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Compyl is the AI-powered GRC platform that maps one control library to SOC 2, ISO 27001, HIPAA, PCI DSS and 70+ frameworks, so you stay audit-ready year-round.

Compyl expanded Azure and ServiceNow evidence collection, added AI-powered answer-mapping to Questionnaire Assist, and sped up several syncs by moving them from full rebuilds to incremental updates.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 6 FEATURES 0 OF 6 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
AI answer-mapping in Questionnaire Assist new 75

Adds answer-mapping in Questionnaire Assist so AI-generated answers are matched to configured option sets (Yes/No/N/A or maturity scales) with a confidence score and manual review flag for low-confidence results.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Explains mechanism and behaviour, lacks exact UI path Sep 15th, 2026
02 00
Expanded Azure evidence collection coverage improved 70

Extends the Azure integration to cover Privileged Identity Management (PIMPIMProtocol Independent Multicast, an IETF routing protocol that distributes IP multicast traffic across networks without depending on a specific unicast routing protocol, letting tools monitor or manipulate multicast group traffic.) role assignments, Entitlement Management access packages, Intune compliance policy status, and backup protected items for automated evidence collection.

— Names four concrete data surfaces, no config detail Sep 15th, 2026
03 00
Inline creation on Control and Contract records new 65

Adds inline + New buttons on Control records to create Blueprints and Tasks with automatic linking to the parent Control, and extends this inline creation to Contracts for Vendors, Clients, Assets, and Tasks.

— UI path is clear but no deeper mechanism given Sep 15th, 2026
thinner coverage below
04 00
ServiceNow Service Catalog data ingestion new 57

Extends the ServiceNow integration to ingest Service Catalog Request and Requested Item data, including exception requests, approval workflows, and related records.

— Names data types ingested but no config or endpoint specifics Sep 15th, 2026
05 00
Incremental sync for ServiceNow CMDB and Google Workspace Drive improved 55

Switches ServiceNow CMDBCMDBA Configuration Management Database: a repository that stores records of IT assets and the relationships between them, giving cyber tools a single authoritative source for infrastructure context. syncs from full-table rebuilds to incremental syncs, dramatically reducing sync time for large inventories, and switches Google Workspace Drive file syncs from full rebuilds to incremental syncs, reducing sync time and API usage for large Drive environments.

— Describes mechanism change but no metrics or config keys Sep 15th, 2026
06 00
Clearer Permission Groups configuration guidance improved 30

Adds clearer guidance on the Permission Groups configuration page explaining how it relates to user access.

— Thin documentation-only update with no specifics Sep 15th, 2026
└──▷ ALSO FROM THESE RELEASES
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◆  Third-Party & Vendor Risk (TPRM)

Conveyor

Sources Release page → 2 releases · 2026-09-09 → 2026-09-15 Notes Rank Why this rank top features scored 75/55/50, +10 product media, +6 runnable example — 76 How ranking works →

Conveyor's two releases focused on Trust Center access request forms and general app navigation, adding product-line visibility to access approvals and a dockable nav panel, redesigned cmd+k, and a renamed Ask ConveyorAI experience.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Conveyor delivers AI for high-stakes customer requests like security reviews, vendor assessments, and requests for proposal (RFP).

Conveyor's two releases focused on Trust Center access request forms and general app navigation, adding product-line visibility to access approvals and a dockable nav panel, redesigned cmd+k, and a renamed Ask ConveyorAI experience.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 5 FEATURES 0 OF 5 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Trust Center access request form customization new 75

The Trust Center access request form now collects product line interest so approvers can see which product a visitor wants before approving; this is enabled via Settings > Trust Center > NDA & Access by turning on Public product lines.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ The form's description and placeholder text can also be rewritten to collect custom information from visitors upfront.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

When running multiple products, enable product line selection so access request approvers immediately know which product a visitor needs — no follow-up email required.
📍In the Conveyor console, go to Settings › Trust Center › NDA & Access and enable Public product lines to display them on the Access Request Form.
— Exact settings path and worked example given for both additions 🏷️ Product lines on the Trust Center access…
thinner coverage below
02 00
Dockable navigation panel new 55

Adds a dockable navigation panel that can be pinned in place via a dock icon to reclaim horizontal screen space, instead of the panel collapsing on mouse-out while working.

Dock the navigation panel to give yourself more horizontal workspace when reviewing questionnaires or trust pages.
📍In the Conveyor app, click the pin/dock icon on the left navigation panel to lock it in place, then continue working without it collapsing on mouse-out.
— Exact click-path to dock the panel provided 🧭 Easier wayfinding: Dockable nav, a simple…
03 00
Redesigned cmd+k command palette improved 50

cmd+k gets a cleaner layout, a products picker matching the launchpad, and an empty-state guide clarifying when you are querying Ask ConveyorAI versus running a keyword search.

— Named UI elements but no runnable steps given 🧭 Easier wayfinding: Dockable nav, a simple…
04 00
AI Answers renamed to Ask ConveyorAI improved 30

The AI Answers feature is renamed to Ask ConveyorAI, with a clearer state displayed when no answer is found.

— Rename and minor behavior change, no usage detail 🧭 Easier wayfinding: Dockable nav, a simple…
05 00
Consistent headers and breadcrumbs across app improved 13

Adds consistent headers and breadcrumbs across the app.

— Bare description with no mechanism or specifics 🧭 Easier wayfinding: Dockable nav, a simple…
└──▷ ALSO FROM THESE RELEASES
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Agent
◆  MCP Servers & Tooling

Runlayer

Sources Blog / feed → 2 releases · 2026-09-16 → 2026-09-17 Blog Rank Why this rank top features scored 85/55/55, +15 breaking change, +6 runnable example — 86 How ranking works →

Runlayer's biggest addition this window is DPoPDPoPAn IETF standard that binds an OAuth access token to a specific client's cryptographic key pair, so a stolen token cannot be replayed by an attacker who lacks the matching private key. sender-constrained tokens for agent accounts, alongside Enterprise Grok Bot monitoring, calendar-based LLMLLMA large language model, a neural network trained on large amounts of text to recognize patterns and generate language. Applications use it for tasks such as answering, summarizing and writing code. spend budgets, new ToolGuard threat detection, and new Gmail and Vercel connectors — with two breaking changes to hook behavior.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Runlayer is an MCP gateway that enforces identity-mapped permissions and detects threats across the agents and MCP servers employees use.

Runlayer's biggest addition this window is DPoPDPoPAn IETF standard that binds an OAuth access token to a specific client's cryptographic key pair, so a stolen token cannot be replayed by an attacker who lacks the matching private key. sender-constrained tokens for agent accounts, alongside Enterprise Grok Bot monitoring, calendar-based LLMLLMA large language model, a neural network trained on large amounts of text to recognize patterns and generate language. Applications use it for tasks such as answering, summarizing and writing code. spend budgets, new ToolGuard threat detection, and new Gmail and Vercel connectors — with two breaking changes to hook behavior.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 16 FEATURES 3 OF 16 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
DPoP-bound tokens for agent accounts new 85

Runlayer adds DPoP (RFC 9449) sender-constrained token binding for agent accounts, tying tokens to a client-held ES256ES256An ECDSA digital signature algorithm using a P-256 elliptic curve and SHA-256 hash, defined in RFC 7518. Cyber tools use it to sign and verify JWTs with smaller keys than RSA while keeping strong integrity guarantees. key so a leaked token cannot be replayed.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Binding happens at issuance and is enforced at the MCPMCPModel Context Protocol, a standard for connecting AI applications to external tools and data sources. A compatible server exposes capabilities an assistant can use through a common interface. proxy via a per-agent require DPoP flag, toggled in the admin UI under Agents > select agent > Settings.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Enforce DPoP-bound tokens for a specific agent to prevent token replay attacks at the MCP proxy.
📍In the Runlayer admin UI, go to Agents › select the agent › Settings, and enable the require DPoP flag. Tokens issued to this agent will be bound to a DPoP key and rejected at the MCP proxy if presented without a valid DPoP proof.
— Names RFC, key type and exact enforcement flag with UI path. 1.28.515 - DPoP-bound agent tokens and calen…
thinner coverage below
02 00
Calendar-based LLM budget windows new 55

Adds calendar-based budget windows (e.g. monthly caps) to LLM gateway usage rules, letting admins set a period like monthly with a token or spend cap per agent.

Cap monthly LLM spend per agent to enforce governance budgets that reset on a calendar cycle.
📍In the Runlayer admin UI, go to Agents › select the agent › Usage Rules, add a budget window, and set the period to monthly with your desired token or spend cap.
— Gives UI navigation and concrete monthly-cap example. 1.28.515 - DPoP-bound agent tokens and calen…
03 00
Recursive delete detection in ToolGuard new 55

Adds recursive delete detection to ToolGuard skill scanning, catching combined short-flag recursive deletes such as rm -rf.

— Names the exact pattern detected but no trigger or config. 1.28.515 - DPoP-bound agent tokens and calen…
04 00
set_cells in edit_table for Google Docs new 55

Adds set_cells capability to the edit_table tool for Google Docs, enabling multiple table cells to be set in one call.

— Names exact tool and capability but no usage example. 1.28.515 - DPoP-bound agent tokens and calen…
05 00
Zip skill import new 50

Adds zip skill import, allowing a multi-file skill to be created in one step by importing a single zip file via Skills > Import Skill > Zip import in the admin UI.

Package a multi-file skill and import it in one step rather than uploading files individually.
📍In the Runlayer admin UI, go to Skills › Import Skill, select Zip import, and upload a zip file containing all skill files. Runlayer will create the multi-file skill from the archive.
— Gives exact UI steps for the import flow. 1.28.515 - DPoP-bound agent tokens and calen…
06 02
Monitor-mode hooks fail open on credential rejection breaking 50

In monitor mode, hooks now fail open (allow) on credential rejection instead of blocking the editor — workflows that previously relied on monitor-mode hooks to block on rejection will no longer be blocked.

— Gives clear before/after behavior for migration awareness. 1.28.478 - Gmail label-added trigger and Ver…
07 03
Grok cloud hooks require explicit opt-in breaking 50

Grok cloud hooks now require explicit opt-in and will no longer activate automatically — existing setups relying on automatic Grok cloud hook enrollment will stop working until opted in.

— States the behavior change but not the opt-in mechanism. 1.28.478 - Gmail label-added trigger and Ver…
08 00
Per-tool enrollment diff for security settings new 45

Adds a per-tool enrollment diff for recommended security-setting enrollment, showing the effective per-tool diff with scan-direction safety checks before applying.

— Explains what it shows but not where to trigger it. 1.28.515 - DPoP-bound agent tokens and calen…
09 00
Audit events for Slack provisioning and agent runs improved 45

Extends audit events to cover Managed Slack provisioning and to carry agent and run IDs on agent-run tool-call events.

— Names the event fields added but no retrieval path. 1.28.515 - DPoP-bound agent tokens and calen…
10 00
View workspace as permission group new 45

Adds a View as permission group capability for Super Admins to view the workspace as any permission group.

— Clear capability but no exact UI path given. 1.28.515 - DPoP-bound agent tokens and calen…
11 00
Gmail label-added poll trigger new 45

Adds a Gmail label-added poll trigger that fires an agent whenever a label is added to a Gmail message.

— Names the trigger and its condition, no setup steps. 1.28.478 - Gmail label-added trigger and Ver…
12 00
Central Grok Bot monitoring for Enterprise Teams new 40

Adds Central Grok Bot setup for Enterprise Team deployments, enabling credential provisioning and per-member shadow AI monitoring coverage.

— Describes purpose but no setup steps or config given. product docs
13 00
Agent runs continue after approval decisions improved 40

Agent runs triggered via MCP or REST now continue after an approval decision, and users can continue their own run from any surface.

— Describes behavior change without a concrete surface or command. 1.28.515 - DPoP-bound agent tokens and calen…
14 00
Default Slack posting identity for agents improved 40

Agents now post to Slack as the agent bot by default unless explicitly configured to act as the connected user.

— Explains the new default and the opt-out condition. 1.28.478 - Gmail label-added trigger and Ver…
15 00
Vercel OAuth connector new 35

Adds Vercel as a connector available through the OAuth broker.

— Names the connector but no configuration detail. 1.28.478 - Gmail label-added trigger and Ver…
16 00
Explanations on rejected access requests improved 30

Rejected access requests now include an explanation of why the request was rejected.

— States the change with no detail on where it appears. 1.28.515 - DPoP-bound agent tokens and calen…
└──▷ BREAKING ON UPGRADE
  • !
    Grok cloud hooks now require explicit opt-in and will no longer activate automatically — existing setups relying on automatic Grok cloud hook enrollment will stop working until opted in.
  • !
    In monitor mode, hooks now fail open (allow) on credential rejection instead of blocking the editor — workflows that previously relied on monitor-mode hooks to block on rejection will no longer be blocked.
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Govern
◆  AI/LLM Security

Zenity

Sources Release page → 1 release · seen 2026-09-17 Notes Rank Why this rank top features scored 95/75/70, +6 runnable example — 86 How ranking works →

Zenity shipped its first Guardian Agent, Blue Agent, to auto-triage findings, alongside a new Boundaries CLI for policy-as-code, OTelOTelAn open standard and set of tools for collecting traces, metrics and logs from applications. It lets services export observability data without tying instrumentation to one monitoring vendor./gen_aigen_aiA shorthand label for generative AI models and APIs; tools use it to tag configuration, telemetry, or plugin namespaces that route requests to LLM backends like OpenAI or Gemini. span ingestion for any custom agentic app via the Evaluate API, and GA coverage for GitHub Copilot, OpenAI Codex, and Microsoft Foundry.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Zenity discovers, secures and governs enterprise AI agents from buildtime to runtime across SaaS, endpoint and cloud.

Zenity shipped its first Guardian Agent, Blue Agent, to auto-triage findings, alongside a new Boundaries CLI for policy-as-code, OTelOTelAn open standard and set of tools for collecting traces, metrics and logs from applications. It lets services export observability data without tying instrumentation to one monitoring vendor./gen_aigen_aiA shorthand label for generative AI models and APIs; tools use it to tag configuration, telemetry, or plugin namespaces that route requests to LLM backends like OpenAI or Gemini. span ingestion for any custom agentic app via the Evaluate API, and GA coverage for GitHub Copilot, OpenAI Codex, and Microsoft Foundry.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 10 FEATURES 3 OF 10 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
Custom Agents integration for OTel and gen_ai spans new 95

A new Custom Agents integration ingests OpenTelemetryOpenTelemetryAn open standard and set of tools for collecting traces, metrics and logs from applications. It lets services export observability data without tying instrumentation to one monitoring vendor. (OTel) and gen_ai spans for visibility and inline enforcement via the Evaluate API, connecting any agentic application to Zenity without a dedicated connector.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ In the portal, teams go to Integrations > Custom Agents, select the OTel or gen_ai span format, and point their collector at the Evaluate API to verify activity before full onboarding.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Connect a homegrown agentic application to Zenity for visibility and inline enforcement the same day, without waiting for a dedicated integration — any app already emitting OTel spans qualifies.
📍In the Zenity portal, go to Integrations › Custom Agents and select your span format (OTel or gen_ai). Follow the step-by-step guide to point your collector at the Evaluate API endpoint, then verify agent activity appears in the portal before committing to full onboarding.
— Names endpoint, formats, and gives a runnable onboarding path From Triage to Full Coverage: The Shift AI A…
02 00
Boundaries CLI for policy-as-code new 75

A new CLI lets teams manage boundaries, custom taints, and reusable values as version-controlled files, with coding agents like Claude Code and Codex able to author policy directly against Zenity's schema.

— Names CLI and schema but no exact commands shown From Triage to Full Coverage: The Shift AI A…
03 00
System taints classify tool calls by action type new 70

System taints classify tool calls as read or mutative operations (write, update, delete, execute), enabling Boundaries rules based on what an action does rather than matching command strings or tool names.

— Names taint values and rationale, no exact rule syntax given From Triage to Full Coverage: The Shift AI A…
04 01
Full coverage for Microsoft Foundry new 70

Zenity adds full coverage for Microsoft Foundry (the rebuilt agent stack that replaced Azure AI Foundry at Ignite 2025), including inventory, graph, runtime activity, and AI detection and response (AIDR) findings.

— Details scope and context but no setup steps given From Triage to Full Coverage: The Shift AI A…
05 00
Blue Agent triages findings automatically new 65

Blue Agent, the first Guardian Agent, triages every new finding in suggest mode, returning a verdict (benign true positive, false positive, or true positive) with reasoning, confidence level, and full trace attached.

— Explains verdicts and mechanism but no user action described From Triage to Full Coverage: The Shift AI A…
06 02
GitHub Copilot and OpenAI Codex reach GA new 65

GitHub Copilot and OpenAI Codex reach general availability with inventory, activity monitoring, and inline prevention served through hooks.

— Names hooks mechanism but no config detail for setup From Triage to Full Coverage: The Shift AI A…
07 00
Audit log streaming and integration guides for Splunk, Sentinel, Cribl, LiteLLM, Kong new 65

Zenity added near-real-time audit log event streaming to Splunk or Microsoft Sentinel, and published step-by-step integration guides for Cribl, LiteLLM, and Kong to connect agent activity to the Zenity portal.

— Names five platforms and guides though no exact steps included From Triage to Full Coverage: The Shift AI A…
08 00
Boundaries AI assistant drafting and testing improved 60

The Boundaries AI assistant can now create required custom taints while drafting a rule, and run draft rules against recent production activity on command before applying them.

— Describes a testable workflow though no exact command shown From Triage to Full Coverage: The Shift AI A…
thinner coverage below
09 03
Runtime risk signals in Microsoft Agent 365 new 45

Zenity runtime risk signals now surface directly inside Microsoft Agent 365, alongside Entra, Purview, and Defender.

— Names surfaces but no mechanism or setup detail From Triage to Full Coverage: The Shift AI A…
10 00
Prevent and Detect labels on taints improved 40

Every taint in the Boundaries manager now carries a Prevent or Detect label, showing at a glance whether a rule blocks in real time or flags after the fact.

— Thin one-line UI addition with no further mechanism From Triage to Full Coverage: The Shift AI A…
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AI-Infra-Guard

Sources Release notes → 1 release · 2026-09-17 Notes Rank Why this rank top features scored 60/40/20 — 40 How ranking works →

A full-stack AI Red Teaming platform securing AI ecosystems via Agent Scan, Skills Scan, MCP scan, AI Infra scan and LLM jailbreak evaluation.

AI-Infra-Guard's v4.6.2 release adds two new red-teaming benchmarks for autonomous agents — FORGE-Bench and RogueHandoff-20 — alongside a routine update to its AIG rules dataset.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 3 FEATURES 0 OF 3 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
FORGE-Bench loss-of-control benchmark new 60

Adds forge_bench (FORGE-Bench), a deterministic Loss-of-Control benchmark for evaluating autonomous agents, including a built-in OpenAI-compatible client and a bilingual quickstart guide.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names benchmark and client but no exact commands v4.6.2
thinner coverage below
02 00
RogueHandoff-20 handoff security benchmark new 40

Adds the RogueHandoff-20 benchmark under the Research module for evaluating autonomous agent handoff security.

— Names benchmark and module, no usage detail v4.6.2
03 00
AIG rules dataset update improved 20

Updates the AIG rules dataset to the 2026-09-11 ruleset.

— Only a date is given, no scope of changes v4.6.2
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NoLabs nono

Sources Release notes →Source code → 1 release · 2026-09-16 Notes Code Rank Why this rank top features scored 80/80/45, +15 breaking change, +6 runnable example — 89.33 How ranking works →

The nono runtime runs AI agents in isolated environments with policy-controlled filesystem, network, and credential access.

nono v0.78.0 adds cryptographically signed, poll-based approval webhooks and a macOS opt-out for implicit DNS grants, while also shipping a prebuilt Nix flakeNix flakeA Nix packaging construct that pins all dependencies in a lockfile and exposes a standardized interface, giving cyber tools fully reproducible builds across any machine running the Nix package manager. output and stripping out all remaining deprecated CLI surfaces ahead of v1.0.0.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 3 FEATURES 1 OF 3 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 00
macOS DNS opt-out for network modes new 80

Adds CapabilitySet::block_dns() (and the C-API nono_capability_set_block_dns() / nono_capability_set_dns_enabled()) on macOS to let a profile opt out of the implicit mDNSResponder grants nono previously added when running in Blocked and ProxyOnly network modes.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

— Names exact API and C-API functions and affected modes. v0.78.0
02 00
Prebuilt Nix flake output new 80

Adds a #prebuilt Nix flake output that fetches the official release binary directly from GitHub Releases, skipping source compilation — usable via nix run github:nolabs-ai/nono#prebuilt.

Install nono instantly in a Nix environment without compiling from source — useful in CI or on machines without a Rust toolchain.
$ nix run github:nolabs-ai/nono#prebuilt
— Includes a runnable install command. v0.78.0
thinner coverage below
03 01
Removal of deprecated surfaces ahead of v1.0.0 breaking 45

All remaining deprecated CLI surfaces and legacy profile aliases have been removed as part of v1.0.0 preparation; any profile or script relying on them will break on upgrade.

— States impact but no specific removed names listed. v0.78.0
└──▷ BREAKING ON UPGRADE
  • !
    All remaining deprecated CLI surfaces and legacy profile aliases removed — any profile or script relying on them will break on upgrade.
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Mend.io Mend AI

Sources Release page → 1 release · 2026-09-16 Notes Rank Why this rank top features scored 70/68/56, +15 breaking change — 79.67 How ranking works →

This window's most consequential change is a new install-time authentication requirement for the Guardrails SDK, while Renovate (also shipped under this changelog) gained a release-age buffer config, Dockerfile apk add extraction, expanded Forgejo support, a new template helper, and smarter GitHub merge-queue handling.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

Traditional application security misses AI risk. Standalone AI security tools miss your code.

This window's most consequential change is a new install-time authentication requirement for the Guardrails SDK, while Renovate (also shipped under this changelog) gained a release-age buffer config, Dockerfile apk add extraction, expanded Forgejo support, a new template helper, and smarter GitHub merge-queue handling.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠

└──▷ WHAT SHIPPED · 6 FEATURES 1 OF 6 FEATURES most completely described first
what's the number?

Each feature carries 0–100 for how completely the vendor documented it — not how big or important the work is. A major capability described in eight words scores low, and that is the finding.

  • depth0–40 what it does and how it works or what changed
  • specificity0–30 names real surfaces — APIs, flags, formats, limits, numbers
  • actionability0–30 enough to go use it — a named endpoint, flag, or config key tops this; a UI path is a starting point

Code and config rank first by construction: a documented endpoint, flag or config key scores at the top of specificity and actionability, so it sorts above a feature described only in prose. Under 60 the notes go thin — everything below the “thinner coverage” line is thinner documentation, not smaller work. Hover any meter for that feature's three sub-scores.

01 01
Guardrails SDK install now requires Activation Key breaking 70

The Guardrails SDK installation procedure now requires a Mend Activation Key at download time, in addition to the existing runtime authentication.⁠︀︄︇︀︅︉︀︅︀︀︃︀︀︅︅︀︅︊︀︄︆︀︃︄⁠ Existing installations with unpinned versions that attempt to re-install dependencies will now require this Activation Key during the install step.

— Explains before/after clearly but omits the exact install command (16-September-2026)
02 00
Forgejo support expanded across Renovate new 68

Adds Forgejo preset references (e.g. forgejo>) in manager/renovate-config, detects the forgejo-tags datasource for git-tag sources in manager/terragrunt, and treats Forgejo like Gitea for onboarding-branch rebase and config-hash detection in workers/onboarding.

— Names three modules and config surfaces but no full example product docs
thinner coverage below
03 00
minimumReleaseAgeBuffer config option new 56

Adds minimumReleaseAgeBuffer config option to control a buffer window around minimum release age checks.

— Named config key but no default value or usage example product docs
04 00
Dockerfile apk add dependency extraction new 53

Extracts apk add packages from RUN instructions in Dockerfiles via manager/dockerfile, letting Renovate detect and update these dependencies.

— Names the manager but no config key or example shown product docs
05 00
uppercase template helper new 42

Adds an uppercase template helper via util/template for use in Renovate template expressions.

— Names the helper and module but not an example expression product docs
06 00
GitHub direct merge before merge queue improved 32

Attempts a direct merge before falling back to the merge queue on platform/github.

— Brief mechanism note with no configuration detail product docs
└──▷ BREAKING ON UPGRADE
  • !
    Existing Guardrails SDK installations with unpinned versions that attempt to re-install dependencies will now require a Mend Activation Key during the install step.
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