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The Cyber Toolchain — issue 003, July 3, 2026

THE CYBER TOOLCHAIN NO. 003
Tail
THE DAILY RELEASE FIREHOSE
PUBLISHED JULY 3, 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.

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ADDITIONAL FILTERS
$ tct list   # 8 tools matched
Cloud & Container Security
◆  Runtime Security

Falco

0.44.1

Cloud Native Runtime Security

Falco 0.44.1 adds support for disabling BPFBPFA Linux kernel virtual machine that lets programs attach small, sandboxed bytecode filters to kernel hooks — syscalls, network events, tracepoints — so cyber tools can observe or redirect kernel behaviour without writing a kernel module. iterators in userspace.

└──▷ GET THIS VERSION
$ git clone --branch 0.44.1 https://github.com/falcosecurity/falco.git
# already have the repo? check out this version:
$ git checkout 0.44.1
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◆  Container & Image Security

Anchore Grype

v0.115.0 3 releases · 2026-06-03 → 2026-06-26 LatestStable

A vulnerability scanner for container images and filesystems

Grype v0.115.0 adds golang.org/x/net vuln detection from govulndb and deduplicates Go/GHSA matches.

└──▷ GET THIS VERSION
$ git clone --branch v0.115.0 https://github.com/anchore/grype.git
# already have the repo? check out this version:
$ git checkout v0.115.0
└──▷ TRY IT
Scan a Go project image to surface golang.org/x/net CVEs now sourced directly from govulndb, with deduplication against GHSA entries.
$ grype <your-go-image>:latest
  • Adds detection of golang.org/x/net vulnerabilities sourced from govulndb, expanding Go ecosystem coverage.
  • Merges duplicate Go vuln matches with their corresponding GHSA matches to reduce noise in scan results.

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2 more releases in this issue · 2026-06-03 → 2026-06-26
v0.114.0 Stable

Grype v0.114.0 adds Zarf package scanning and a Go Vuln DB OSVOSVOpen Source Vulnerabilities, a vulnerability database and schema maintained by Google that gives cyber tools a machine-readable, cross-ecosystem format for querying and sharing CVE-style advisories. transformer for richer Go vulnerability data.

└──▷ GET THIS VERSION
$ git clone --branch v0.114.0 https://github.com/anchore/grype.git
# already have the repo? check out this version:
$ git checkout v0.114.0
└──▷ TRY IT
Scan a Zarf package archive for vulnerabilities across all bundled SBOMsSBOMsA 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. in a single pass, with findings traceable to each source image.
$ grype zarf:path/to/package.tar.zst -o json
  • Adds zarf: scan target to scan all SBOMs within a Zarf package archive (.tar.zst), with per-finding 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. traced back to the originating image via package annotations.
  • Adds a Go Vuln DB OSV transformer to ingest and process govulndb records in OSV format, enabling broader Go vulnerability coverage.
  • Respects withdrawn status of Go Vuln DB OSV records, suppressing false-positive findings from retracted advisories.

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v0.113.0 Stable

Grype v0.113.0 adds Ubuntu 26.04 resolute support and source RPM filtering for Hummingbird/CSAFCSAFAn OASIS open standard for distributing machine-readable vulnerability advisories, letting cyber tools automate ingestion and correlation of vendor-issued security disclosures at scale. 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. matching.

└──▷ GET THIS VERSION
$ git clone --branch v0.113.0 https://github.com/anchore/grype.git
# already have the repo? check out this version:
$ git checkout v0.113.0
  • Adds Ubuntu 26.04 resolute as a recognized distro codename for vulnerability matching.
  • Adds source RPM filtering for Hummingbird (CSAF VEX) matching, reducing false positives by distinguishing binary RPMs from source RPMs using an architecture qualifier.

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Build
◆  AI Coding Agents

Claude Code

v2.1.199

Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.

Stacked slash-skills (up to 5), auto-retry on 429s, and a raised retry ceiling via CLAUDE_CODE_MAX_RETRIES

└──▷ GET THIS VERSION
$ git clone --branch v2.1.199 https://github.com/anthropics/claude-code.git
# already have the repo? check out this version:
$ git checkout v2.1.199
└──▷ TRY IT
Apply multiple skills together in one prompt to layer context (e.g. a security-review skill and a repo-conventions skill) before asking Claude to act.
$ /skill-security-review /skill-repo-conventions find all places we call eval() and suggest safer alternatives
On long-running agentic jobs in flaky network environments, raise the retry ceiling so transient 429s don't abort the session.
$ CLAUDE_CODE_MAX_RETRIES=200 claude 'run the full test suite and summarise failures'
  • Supports stacking up to 5 slash-skill invocations in a single prompt (e.g. /skill-a /skill-b /skill-c do XYZ), loading all leading skills instead of just the first.
  • Auto-retries transient server rate-limit errors (HTTP 429s unrelated to usage limits) with backoff for subscribers, instead of failing the turn.
  • New CLAUDE_CODE_RETRY_WATCHDOG behavior raises the default retry count for non-capacity transient errors to 300 and removes the previous hard cap of 15 on CLAUDE_CODE_MAX_RETRIES.
  • Idle surplus subagents in the agent panel now collapse into an expandable summary row instead of vanishing.

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OpenAI Codex CLI

rust-v0.143.0-alpha.35 Pre-release

Lightweight coding agent that runs in your terminal

Adds configurable multi-agent mode hint text so deployment-specific delegation policies stay stable across reasoning-effort changes.

└──▷ GET THIS VERSION
$ git clone --branch rust-v0.143.0-alpha.35 https://github.com/openai/codex.git
# already have the repo? check out this version:
$ git checkout rust-v0.143.0-alpha.35
└──▷ USE IT
Lock a deployment to a specific multi-agent delegation policy so it doesn't flip between explicit-only and proactive when reasoning effort is adjusted.
yaml
# In your Codex config file
features:
  multi_agent_v2:
    multi_agent_mode_hint_text: "Always delegate sub-tasks proactively to sub-agents."
  • New features.multi_agent_v2.multi_agent_mode_hint_text config setting lets operators supply a fixed delegation policy string that overrides the built-in explicit-only/proactive multi-agent behaviors regardless of reasoning effort.

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Goose

v1.41.0

an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM

Goose v1.41.0 adds TLS for ACP, 15+ new providers, hooks, summon sub-agents, and a wave of new CLI commands.

└──▷ GET THIS VERSION
$ git clone --branch v1.41.0 https://github.com/aaif-goose/goose.git
# already have the repo? check out this version:
$ git checkout v1.41.0
└──▷ TRY IT
Serve Goose's ACP endpoint over TLS so remote clients can connect securely.
$ goose serve --tls --tls-cert-path /etc/goose/server.crt --tls-key-path /etc/goose/server.key --port 3284
Edit a previous session's conversation context before forking it, useful for re-running with corrected instructions.
$ goose session --edit --resume <session-id>
Cap tool response payload size to prevent context bloat when tools return large outputs (e.g., grep over a huge codebase).
$ GOOSE_MAX_TOOL_RESPONSE_SIZE=16384 goose run --recipe my-recipe.yaml
  • Adds --edit session flag to edit a conversation before forking it into a new session.
  • New tui subcommand on goose-cli to launch the terminal UI directly.
  • Supports TLS for goose serve via --tls, --tls-cert-path, and --tls-key-path flags.
  • Adds iFlytek Spark, Astron MaaS, Fireworks AI, Together AI, OrcaRouter, EmpirioLabs AI, Perplexity, Alibaba (Qwen/DashScope), Scaleway, NEAR AI Cloud, Vercel AI Gateway, Databricks AI Gateway, Routstr, FuturMix, oMLX, Atomic Chat, and xAI SuperGrok OAuth as new providers.
  • Adds OpenRouterOpenRouterA unified API gateway that routes requests to dozens of LLM providers under one endpoint, letting cyber tools swap or compare models without rewriting provider-specific integration code. request parameters support for fine-grained API payload control.
+22 more show less
  • OpenAI Responses API store param now configurable via OPENAI_STORE env var or config.
  • MLXMLXApple's machine-learning framework for Apple silicon, which uses the unified memory shared by CPU and GPU to run and fine-tune models on a Mac. model support added for the local inference provider.
  • GLM-5.2 model and gpt-5.5 (ChatGPT Codex) model support added.
  • Summon gains peek mode for async background tasks, context and working_dir parameters for delegate tasks, subagent instructions, and structured metadata for task load results.
  • Session import functionality added.
  • OTLPOTLPOpenTelemetry Protocol, a standard way to send traces, metrics and logs between applications, collectors and monitoring systems. It lets telemetry move across compatible tools. logging schema added for cross-tool detection.
  • Worktree-aware directory switcher added.
  • Chat history search feature added.
  • TUITUIA text-based user interface that runs inside a terminal, using characters and ANSI escape codes to render menus, panes, and widgets without a graphical desktop, letting cyber tools ship rich interactivity with no GUI dependency. diff viewer added.
  • Paginated session list in ACP.
  • ACP schema now exposes available tools.
  • ACP thinking effort config option added.
  • Structured per-provider config block with non-destructive provider switching.
  • Language selection feature in desktop app with locales for French, German, Italian, Portuguese, Indonesian, Malay, Vietnamese, Traditional Chinese, Spanish, Korean, Japanese, Hindi, Russian, Turkish, and Simplified Chinese.
  • Stable OAuth redirect URI via GOOSE_OAUTH_CALLBACK_PORT environment variable.
  • Unified thinking effort control across all providers.
  • Image read tool added.
  • Open-plugins generalization plus skills support.
  • Option to disable automatic update downloads.
  • Last message snippets for ACP sessions.
  • GOOSE_FAST_MODEL environment variable support for specifying a fast model.
  • Optional api_key configuration for declarative OpenAI-engine providers.

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Windsurf

updated · Jul 3, 2026

Windsurf is an AI-powered code editor that enhances developer productivity by integrating intelligent coding assistance, autocomplete, and agentic workflows directly into the development environment.

Windsurf/Devin Desktop snapshot adds Devin plugin system, subagent 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 callingtool callingA model's ability to answer with a structured request to run a named function or API, which the application executes and returns. It is how agents take actions., terminal CLI agent, and new Agent Command Center views.

└──▷ USE IT
Suppress Generated by Devin attribution in commit messages when using Devin Local for internal repositories.
yaml
# In your Devin Local config file, add:
attribution: false
  • Enables subagents to call MCP tools directly without routing through the parent agent.
  • Adds list display option for the agent inbox alongside improved session sidebar sorting and filtering.
  • Introduces Adaptive model router that dynamically selects the best underlying model per task at a fixed per-token quota draw rate.
  • Model picker now displays token pricing information inline for cost-aware model selection.
  • Subagents can now be configured with a default model per agent.
+3 more show less
  • MCP tool permission prompts now offer server-level 'approve all tools for this session' or approve permanently options.
  • Adds Devin Review and Quick Review access to all Windsurf IDE users with existing subscriptions (2-week free trial for self-serve).
  • Increased remote server startup timeout from 2.5 s to 6 s, enabling connections to slower remote environments.

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Kiro

Session Restore, Performance Optimizations, and Custom Agent Enhancements 3 releases · seen 2026-07-03 LatestStable

Kiro is an AI-powered IDE built on VS Code that uses "specs" to translate requirements into structured plans, tasks, and code automatically.

Kiro 1.0.89 adds automatic session restore on launch, lower idle resource use, and prepaid credit packs in the account dashboard.

  • Reduces idle resource consumption, enabling use on lower-powered machines.
  • Surfaces prepaid credit packs directly in the account dashboard.

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2 more releases in this issue · seen 2026-07-03
Custom Overage Caps via Service Quotas Stable

Enterprise admins can now set per-profile overage spending caps for Kiro via AWS Service Quotas.

└──▷ HOW TO FIND IT
Cap overage spend per profile to prevent runaway costs for enterprise users.
📍In the Kiro console, go to Settings › Overages and click Manage to open the AWS Service Quotas console, then set the Maximum allowed overage per Kiro profile quota to your desired limit.
Stay Connected to MCP Servers Stable

Kiro adds MCP OAuthMCP OAuthAn authentication layer for the Model Context Protocol that lets MCP clients obtain delegated access tokens so cyber tools can call MCP servers on a user's behalf without handling raw credentials. commands (/mcp auth, cancel-auth, logout) and keyboard shortcuts for managing remote server credentials.

└──▷ TRY IT
When a remote 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 token expires mid-session, re-authenticate without restarting Kiro.
$ /mcp auth
When an OAuth browser confirmation flow hangs indefinitely, abort it cleanly so you can retry.
$ /mcp cancel-auth
When you need to rotate or revoke credentials for a remote MCP server, clear them entirely.
$ /mcp logout
  • Adds /mcp auth command to force re-authentication when an OAuth token has expired or become invalid on a remote MCP server.
  • Adds /mcp cancel-auth command to abort a pending OAuth flow stuck waiting for browser confirmation.
  • Adds /mcp logout command to remove stored OAuth credentials entirely from a remote MCP server.
  • Adds keyboard shortcuts in the MCP panel status view: ^A to force auth, ^X to abort, and ^R to remove credentials.
  • Updates /usage display to reflect the new prepaid credits model.

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Platforms & Utilities
◆  General Utilities & Libraries

goshs

v2.1.4

Feature-rich single-binary file server for red teamers and developers. HTTP/S · WebDAV · FTP/SFTP · SMB · LDAP/S · NTLM hash capture · DNS/SMTP callbacks · TLS · Auth · Share links.

goshs v2.1.4 adds TUITUIA text-based user interface that runs inside a terminal, using characters and ANSI escape codes to render menus, panes, and widgets without a graphical desktop, letting cyber tools ship rich interactivity with no GUI dependency. clipboard copy for reverse-shell payloads via y/c, with OSC 52 SSH support.

└──▷ GET THIS VERSION
$ git clone --branch v2.1.4 https://github.com/goshs-labs/goshs.git
# already have the repo? check out this version:
$ git checkout v2.1.4
└──▷ TRY IT
Generate a reverse-shell payload over an SSH session and copy it to your local clipboard via OSC 52 — no local clipboard tool required on the remote host.
$ goshs --tui
  • Adds one-key clipboard copy (y/c) in the --tui reverse-shell generator, pushing payloads to xclip/xsel, wl-copy, pbcopy, clip, or over SSH via OSC 52 (filling both system clipboard and X11 primary selection).
  • Restructures the --tui generator tab into a stacked layout so multi-line payload output can be mouse-selected without also grabbing menu entries.

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