The Cyber Toolchain — issue 031, July 31, 2026

Bugcrowd is a crowdsourced security platform that connects organizations with ethical hackers to identify and fix vulnerabilities.

Bugcrowd adds managing and assigning researcher credentials for customers.

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An exploitation shell focusing on exploiting command injection vulnerabilities, eg., LFI, RFI, SSTI, etc.

shellfire v0.15 adds a built-in intercepting proxy to capture live browser sessions and seed exploit configs automatically.

$ git clone --branch v0.15 https://github.com/unix-ninja/shellfire.git
# already have the repo? check out this version:
$ git checkout v0.15

$ (config)> proxy start 8080
(config)> proxy list
(config)> proxy use 0
(config)> url https://example.com/view?file={}
(config)> shell

$ (config)> proxy show 1

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Acunetix 360 is a cloud-based web application security testing platform that identifies vulnerabilities through automated scanning and penetration testing.

Acunetix 360 adds agent-page alerts for failed vulnerability database updates.

Wallarm is a cloud-native API security platform that detects and prevents attacks on APIs and web applications in real-time.

Wallarm adds Attack Paths to Infrastructure Discovery, mapping how attackers could reach critical AWS assets via IAMIAMIdentity and Access Management — a framework of policies and services for controlling who can authenticate to systems and what resources they are authorized to use, letting cyber tools enforce least-privilege and audit access. and network relationships.

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Invicti is an automated application security testing platform that identifies and reports vulnerabilities in web applications and APIs.

LSR reports now capture full HTTP request/response traffic with automatic token obfuscation for each recorded login step.

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GitGuardian Self-Hosted is an on-premise security tool that detects and prevents secrets leakage in Git repositories.

GitGuardian Self-Hosted 2026.7 adds Public Monitoring, native Gerrit scanning, Smart Notifiers, 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, and 9 new secret detectors.

celeryWorkers:
  public-monitoring:
    enabled: true

mcpServer:
  enabled: true

logCollector:
  collectMigrationLogs: false

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GitGuardian SaaS is a secrets detection platform that scans code repositories and developer workflows to identify and remediate exposed credentials and sensitive data.

GitGuardian adds a dedicated GitHub Check Runs dashboard page, bulk perimeter actions, and Bitbucket source health management.

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Snyk Code is a developer security tool that identifies and fixes vulnerabilities in source code during development.

Snyk Code adds COBOL SASTSASTStatic application security testing, analyzing source code or compiled code for vulnerabilities without running the application. It helps developers find problems before deployment., Python LangChain & Lambda support, Spring Data taint tracking, and new framework coverage.

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Cloudsmith is a cloud-native, universal package management platform that enables teams to securely host, manage, and distribute software artifacts across multiple formats.

Cloudsmith CLI 1.20.0 ships as a standalone binary, dropping the Python runtime dependency on Linux, macOS, and Windows.

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Dependency-Track is an intelligent Component Analysis platform that allows organizations to identify and reduce risk in the software supply chain.

Dependency-Track 5.0.4 adds configurable query timeouts and enforced execution timeouts for background workflow activities.

$ git clone --branch 5.0.4 https://github.com/DependencyTrack/dependency-track.git
# already have the repo? check out this version:
$ git checkout 5.0.4

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Wiz Code is a developer security tool that identifies and remediates code vulnerabilities and misconfigurations in applications.

Wiz Code adds AI SASTSASTStatic application security testing, analyzing source code or compiled code for vulnerabilities without running the application. It helps developers find problems before deployment. (Private Preview) and a three-tier agentic scanning system with Atlas deep-analysis and Google CodeMender integration.

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Platform Security Assessment Framework

CHIPSEC 2.0.7 adds HOB listing/dumping, Q35/QEMUQEMUAn open-source machine emulator and virtualizer that lets software run a guest OS or CPU architecture on a different host, giving cyber tools an isolated, inspectable execution environment without dedicated hardware. platform support, and PCH detection in banner output.

$ git clone --branch 2.0.7 https://github.com/chipsec/chipsec.git
# already have the repo? check out this version:
$ git checkout 2.0.7

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Exploit Development and Reverse Engineering with GDB & LLDB Made Easy

pwndbg 2026.07.29 adds exithandlers inspection, four kernel task commands, glibc 2.43 heap support, and heap allocation call-site tracking.

$ git clone --branch 2026.07.29 https://github.com/pwndbg/pwndbg.git
# already have the repo? check out this version:
$ git checkout 2026.07.29

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$ exithandlers

$ track-heap enable --where

$ stepsyscall write

$ kseccomp 1234

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Aikido Security is a developer-first security platform that identifies and fixes vulnerabilities in code, dependencies, and infrastructure.

Aikido adds DSPMDSPMData security posture management, locating sensitive data and checking how it is protected and who can reach it. It helps teams prioritize risks around their data stores., backport CVE patches via Aikido Libraries, code quality repo scans, and new language firewall agents.

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A tool that facilitates building OCI images.

Buildah v1.45.0 adds --no-follow-symlinks for COPY/ADD, --timestamp for manifest push, symbolic chmod support, and new SFTPSFTPSSH File Transfer Protocol, a file transfer standard built on top of SSH that provides encrypted upload, download, and remote file management; cyber tools use it to move files or exfiltrate data over an authenticated, encrypted channel./SSHFS CLI commands.

$ git clone --branch v1.45.0 https://github.com/podman-container-tools/buildah.git
# already have the repo? check out this version:
$ git checkout v1.45.0

$ buildah copy --no-follow-symlinks mycontainer ./src/mylink /app/mylink

$ buildah manifest push --timestamp 1700000000 mylist docker://registry.example.com/myimage:latest

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Wiz Cloud is a cloud security platform that provides full-stack visibility, risk assessment, and threat detection across multi-cloud environments.

Wiz launches ASMASMAttack Surface Management: the continuous practice of discovering, inventorying, and monitoring an organization's externally exposed assets so that cyber tools can flag unknown or misconfigured entry points before attackers find them. and Red Agent in GA: continuous attack-surface monitoring plus AI-driven autonomous penetration testing.

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Microsoft Defender for Cloud monitors and protects cloud infrastructure, applications, and data across Azure, AWS, and on-premises environments against threats.

Defender for Cloud CSPMCSPMCloud security posture management, checking cloud resources for risky settings and policy violations. It helps teams find exposed services, overly broad permissions and other configuration gaps. now covers serverless containers on Azure Container Apps, ACI, and AWS ECSAWS ECSAmazon's managed container orchestration service that runs Docker containers on clusters of EC2 instances or Fargate, letting tools offload scheduling, scaling, and infrastructure management to AWS. on Fargate.

Elastic Security Labs publishes threat research, vulnerability analysis, and security insights to help organizations understand emerging cyber threats.

Elastic Security adds autonomous attack investigation, auto-drafted detection rules, Windows on 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. endpoint protection, and plain-language workflow authoring.

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2 more releases in this issue · 2026-07-31

Alert Zero: AI-driven alert triage and attack investigation for the agentic SOC (2026-07-31) Blog ↗ Stable

Elastic Security 9.5 ships Alert Zero: AI-driven alert triage, attack chain investigation, and SOCSOCA security operations center, the team or function that monitors threats, investigates alerts and coordinates incident response. Its work can be internal, outsourced or shared. workflow integration.

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└──▷ HOW TO FIND IT

Schedule Attack Discovery to run automatically inside an existing Elastic Workflow so investigations start without waiting for an analyst.

📍In the Elastic Security console, go to Workflows, open or create a playbook, add a step using the Attack Discovery skill (retrieves alerts, generates discoveries, validates results), then configure a schedule trigger so the pipeline runs continuously throughout the shift.

Enable AI-driven first-pass triage on specific detection rules and review classifications before optionally turning on auto-close.

📍In Elastic Security 9.5, go to the Security alert analysis workflow, select the detection rules to enroll, choose the AI agent and model, set the confidence threshold, and leave auto-close disabled initially — review the notes and tags added to alerts to validate accuracy before enabling auto-close for high-confidence false positives.

Review an AI-drafted ES|QLES|QLElasticsearch Query Language, maintained by Elastic, a pipe-based query language for filtering, transforming, and aggregating data stored in Elasticsearch, giving cyber tools a concise syntax for log and event analysis. detection rule surfaced by Attack Discovery's gap analysis, then explicitly approve it to close a coverage gap found during investigation.

📍In the Attacks page under Detections, open an Attack Discovery result, navigate to the detection gap analysis section, review the drafted ES|QL rule, and click Approve to create the detection — no rule is added until you explicitly confirm.

• Adds the Security alert analysis workflow for first-pass AI triage of alerts generated by selected rules, classifying them as true positive, false positive, or inconclusive with optional auto-close above a configurable confidence threshold.
• Adds a new Attacks page under Detections that surfaces Attack Discovery results alongside Alerts, making correlated attack chains a first-class operational object.
• Extends Attack Discovery with a skill-backed investigation pipeline (powered by Elastic Agent Builder and Elastic Workflows) that hunts for related activity, inspects entity context, and searches raw logs before generating an attack narrative.
• Adds detection gap analysis inside Attack Discovery: when the investigation uncovers activity missed by existing detections, it drafts an ES|QL rule for analyst review and explicit approval before creation.
• Enables Attack Discovery to run on a schedule or be triggered from within an Elastic Workflow, making deep investigation always-on without requiring manual analyst initiation.

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• Exposes new Elastic Workflows steps to manage alert and attack status, tags, and assignees from the canvas, and to run the full Attack Discovery pipeline as a workflow step.
• Supports custom retrieval and validation workflows in Attack Discovery, enabling teams to connect external enrichment sources (e.g., VirusTotal, MITRE ATT&CKMITRE ATT&CKA publicly maintained knowledge base of adversary tactics and techniques observed in real attacks, maintained by MITRE. Cyber tools use it as a common taxonomy to classify, map, and communicate threat behavior. context) or proprietary entity data.
• Supports bring-your-own AI model, including local LLMsLLMsA 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. for air-gapped and sovereign deployments, for both alert triage and Attack Discovery.

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What's new in Elastic Defend: 800+ vulnerable driver rules, automated troubleshooting, and ARM support (2026-07-31) Blog ↗ Stable

Elastic Defend adds 800+ auto-generated vulnerable driver rules, 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. Windows support, and an AI troubleshooting skill in Agent Builder.

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└──▷ HOW TO FIND IT

Verify the open, automatically generated vulnerable driver rules before applying them to your environment.

📍Browse https://github.com/elastic/protections-artifacts to review auto-generated vulnerable driver YARA rules published by Elastic Security Labs Threat Command.

• Continuously monitors VirusTotal, LOLDrivers catalog, and Microsoft's Vulnerable Driver Block List to automatically generate and instantly deploy YARA-based endpoint protection rules for newly disclosed vulnerable drivers — decoupled from any release cycle and published openly in the elastic/protections-artifacts repository.
• Expands vulnerable driver detection coverage from 65 rules (2023) to 800+ known vulnerable drivers, growing automatically as new drivers are disclosed.
• Adds Automatic Troubleshooting as a conversational skill in Elastic Agent Builder, enabling natural-language diagnosis of endpoint policy failures, third-party antivirus conflicts, and performance issues with specific remediation guidance.
• Extends Elastic Defend support to Windows on ARM, covering Snapdragon laptops, Copilot+ PCs, and ARM workstations with the same detection rules and telemetry as x64 endpoints, enrollable under existing policies.

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Google SecOps is a cloud-based security operations platform that helps organizations detect, investigate, and respond to cybersecurity threats using AI-powered analytics and threat intelligence.

Google SecOps adds prebuilt parser preview visibility and append/replace control for repeated fields in code snippet extensions.

Sumo Logic is a cloud-native platform that collects, analyzes, and visualizes machine data and logs for security, observability, and operational intelligence.

Sumo Logic's Mobot can now create and update logs monitors from plain-language prompts, skipping the monitor form entirely.

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Wazuh - The Open Source Security Platform. Unified XDR and SIEM protection for endpoints and cloud workloads.

Wazuh v4.10.4 adds detection of suppressive Audit rules that could blind FIMFIMFile Integrity Monitoring — a technique that tracks cryptographic hashes or metadata of files on disk and alerts when they change unexpectedly, giving cyber tools a way to detect tampering or unauthorized modification. whodata on Linux.

$ git clone --branch v4.10.4 https://github.com/wazuh/wazuh.git
# already have the repo? check out this version:
$ git checkout v4.10.4

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CrowdStrike Falcon Next-Gen SIEM collects, analyzes, and correlates security data to detect and respond to threats across enterprise environments.

Falcon Next-Gen SIEM gains IOA correlation, Claude Code session visibility, and AIDR findings integration for agentic AI security.

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Huntress is a managed threat detection and response platform that helps MSPs and enterprises detect and respond to security threats.

Huntress Managed ITDRITDRIdentity Threat Detection and Response: a discipline focused on detecting and responding to attacks that abuse identity systems such as Active Directory or IAM platforms, giving cyber tools visibility into credential-based intrusions. adds Trusted Device Suppression to cut unexpected-login escalations by 40–50%.

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Microsoft Defender is an antivirus and security tool protecting Windows devices from malware, viruses, and cyber threats.

Microsoft Defender adds agentic SOCSOCA security operations center, the team or function that monitors threats, investigates alerts and coordinates incident response. Its work can be internal, outsourced or shared. workflows, prompt injectionprompt injectionAn attack where text the model reads, such as a web page, file or tool result, carries instructions that override the user's. It is the main security risk for agents with tools. email protection, and unified cloud-agent posture in July 2026.

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Microsoft Security provides comprehensive cybersecurity solutions, threat protection, and security monitoring tools for organizations and enterprises.

Microsoft Intune Suite advanced endpoint management now included in Microsoft 365 E5 (and select E3) at no added cost.

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CrowdStrike is a cybersecurity platform that provides cloud-native endpoint protection, threat intelligence, and real-time detection to defend organizations against cyberattacks and breaches.

Falcon AIDR extends AI visibility and control to Microsoft Copilot Studio, Claude Code, and the Falcon browser extension.

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Tines is a no-code automation platform that helps security and operations teams build workflows to automate repetitive tasks and incident response processes.

Tines 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 now supports Apps, enabling clients to modify, preview, and publish Apps programmatically.

Tenzir is an open-source security data pipeline platform that helps teams collect, route, shape, and analyze large-scale security telemetry efficiently.

Tenzir v6.9.0-rc.1 adds native 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. table output via REST catalog with auto-evolving schemas.

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ConductorOne is an identity governance platform that automates access management, provisioning, and compliance across enterprise applications and infrastructure.

ConductorOne adds AI agent policy steps, group/role access reviews, per-user 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. auth, and scope-limited API keys in its July 2026 release.

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Nudge Security discovers and secures all SaaS apps used across an organization, helping IT teams manage shadow IT and enforce security policies through automated nudges.

Nudge Security adds Amazon Quick Suite AI monitoring, agent discovery, and enforced SSOSSOSingle sign-on, using one identity provider to sign in to multiple applications. It reduces separate passwords and centralizes account and access management. login restrictions.

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Material Security protects organizations from email-based threats like phishing and account takeovers through AI-powered security solutions.

Material Security adds a Drive sensitive file sharing dashboard, AI-powered file search, and a unified custom detections modal.

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Auth0 is a cloud-based identity platform that provides authentication and authorization services, enabling developers to securely add login and access control to applications.

Auth0 adds Global Search to the Command Palette (Cmd+K), enabling real-time tenant-wide entity lookup in Beta.

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$ curl -X POST https://<tenant>.auth0.com/api/v2/network-acls \
  -H 'Authorization: Bearer <mgmt_api_token>' \
  -H 'Content-Type: application/json' \
  -d '{
    "description": "Block TOR exit nodes",
    "active": true,
    "priority": 2,
    "rule": {
      "action": { "block": true },
      "match": { "auth0_managed": ["auth0.tor"] },
      "scope": "authentication"
    }
  }'

BeyondTrust is a privileged access management platform that secures, controls, and monitors privileged accounts, credentials, and remote access across enterprise environments.

BeyondTrust iOS Representative Console 3.1.11 adds audio support during Jump Client sessions.

Microsoft Entra is a cloud-based identity and access management platform that secures user authentication and authorization across applications and resources.

Microsoft Entra adds tenant governance, passkeypasskeyPhishing-resistant sign-in credentials built on FIDO2/WebAuthn: the device holds a private key and proves possession instead of the user typing a password. They sync across a user's devices.-default auth, Defender SOCSOCA security operations center, the team or function that monitors threats, investigates alerts and coordinates incident response. Its work can be internal, outsourced or shared. integration, and Purview network-layer data protection.

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Okta Identity Engine is a platform that manages user authentication and identity verification through flexible, secure API-driven workflows.

Okta Identity Engine adds editable issuer URLs for AI agent resource connections and resilient AI agent import.

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SailPoint is an identity security platform that helps organizations manage and govern user access to applications, data, and systems across the enterprise.

SailPoint SAAM now available in AWS US East (us-east-1), enabling US customers in-region data residency and full app discovery-to-governance workflows.

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DigiCert CertCentral is a centralized platform for managing SSL/TLS certificates, automating issuance, renewal, and deployment across organizational infrastructure.

CertCentral adds DCVDCVDomain Control Validation, a certificate-authority process that proves an applicant controls a domain before issuing a TLS certificate; cyber tools use it to automate certificate provisioning workflows. polling status to APIs, ACMEACMEAn IETF-standard protocol (RFC 8555) for automating TLS certificate issuance and renewal, letting cyber tools manage certificates without manual CA interaction. URL delegation/transfer, API key transfer, and broader automated delegation approvals.

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Varonis is a data security platform that detects and stops insider threats, data breaches, and ransomware attacks across cloud and on-premises environments.

Varonis 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. tenants can now restrict UI logins and API requests to approved IP addresses only.

Microsoft Purview is a unified data governance platform that discovers, manages, and protects data across cloud and on-premises environments.

Microsoft Purview gains network-layer DLPDLPData Loss Prevention: a category of controls that inspect and block sensitive data from leaving an organisation via email, web, or removable media, giving cyber tools a policy enforcement layer over data in motion and at rest. for 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./AI apps, Copilot email controls, and a unified Insider Risk alert triage experience.

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Zscaler Internet Access is a cloud-based security platform that inspects and controls all internet traffic to prevent threats and enforce policies.

ZIA adds DLPDLPData Loss Prevention: a category of controls that inspect and block sensitive data from leaving an organisation via email, web, or removable media, giving cyber tools a policy enforcement layer over data in motion and at rest. log filters, time-bound file type rules, and per-channel DLP engine scoping in the July 2026 GovCloud release.

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Zscaler Private Access provides zero-trust network access to internal applications without exposing them to the public internet.

ZPA adds multi-Private Cloud support for LSS-based log streaming in Business Continuity scenarios.

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Mondoo is a security platform that continuously scans and assesses infrastructure, cloud environments, and software supply chains for vulnerabilities and misconfigurations.

Mondoo Analytics is GA: self-serve security reporting with 7 built-in reports, pivots, custom reports, and PNG/PowerPoint export.

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RegScale is a compliance operations platform that automates and continuously monitors regulatory compliance, security controls, and risk management for organizations.

RegScale CLI 6.37.69 adds asset-free Qualys/Prisma sync and Tanium ports/protocols integration.

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Lightweight coding agent that runs in your terminal

Codex CLI alpha.3 adds parallel 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 execution, cloud-managed MCP server loading, forked chat naming, and subagent direct-input reporting.

$ git clone --branch rust-v0.147.0-alpha.3 https://github.com/openai/codex.git
# already have the repo? check out this version:
$ git checkout rust-v0.147.0-alpha.3

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Autonomous coding agent as an SDK, IDE extension, or CLI assistant.

Cline CLI v3.0.48 brings in-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. history management, resilient connector threads, and per-server 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. timeouts.

$ git clone --branch cli-v3.0.48 https://github.com/cline/cline.git
# already have the repo? check out this version:
$ git checkout cli-v3.0.48

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$ git clone --branch sdk/sdk/v0.0.67 https://github.com/cline/cline.git
# already have the repo? check out this version:
$ git checkout sdk/sdk/v0.0.67

const messages = await clineCore.readLiveMessages();

// cline_mcp_settings.json
{
  "mcpServers": {
    "my-slow-server": {
      "command": "npx",
      "args": ["my-mcp-server"],
      "timeout": 120
    }
  }
}

OpenHands: AI-Driven Development

OpenHands v1.8.0 lets you toggle installed 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. servers on or off directly from their cards.

$ git clone --branch v1.8.0 https://github.com/OpenHands/OpenHands.git
# already have the repo? check out this version:
$ git checkout v1.8.0

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Build resilient agents.

LangGraph checkpoint-postgres 3.1.1 adds opt-in omit_expired to skip expired checkpoint rows on read.

$ git clone --branch checkpointpostgres==3.1.1 https://github.com/langchain-ai/langgraph.git
# already have the repo? check out this version:
$ git checkout checkpointpostgres==3.1.1

Daytona is a self-hosted development environment manager that automates provisioning, configuration, and management of standardized, secure dev environments across any infrastructure.

Daytona adds an org members command and client-side HTTP timeout support.

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Promptfoo is an open-source tool for testing, evaluating, and red-teaming LLM applications to detect vulnerabilities, improve reliability, and compare model outputs.

Promptfoo January 2026 adds adaptive rate limiting, Transformers.js local inference, telecom red team plugins, and video generation providers.

$ promptfoo logs

$ promptfoo eval --env-file .env.base --env-file .env.prod

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Sandbox any AI agent in seconds - zero setup, zero latency.

nono v0.71.0 adds a new platform subcommand for enrollment and audit delivery to a control plane.

$ git clone --branch v0.71.0 https://github.com/nolabs-ai/nono.git
# already have the repo? check out this version:
$ git checkout v0.71.0

Security scanner for AI agent skills. Detect vulnerabilities, malicious patterns, and security risks.

SkillSpector v2.5.1 adds SKILLSPECTOR_MAX_LLM_CONCURRENCY to throttle async 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. batch requests for rate-limited providers.

$ git clone --branch v2.5.1 https://github.com/NVIDIA/SkillSpector.git
# already have the repo? check out this version:
$ git checkout v2.5.1

$ export SKILLSPECTOR_MAX_LLM_CONCURRENCY=1
export SKILLSPECTOR_PROVIDER=anthropic
export ANTHROPIC_API_KEY=sk-ant-...
skillspector scan ./my-skill/

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GitHub’s official command line tool

gh project commands now support field/option names, plus Grok skill host and Devin agent added.

$ git clone --branch v2.97.0 https://github.com/cli/cli.git
# already have the repo? check out this version:
$ git checkout v2.97.0

$ gh project item-edit 1 --owner monalisa --url <url> --field "Status" --value "In Progress"

$ gh project item-list 1 --owner "@me" --field "Status" --field "Priority"

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Cloudflare is a cloud-based platform that provides website performance optimization, DDoS protection, CDN services, and application security to safeguard and accelerate internet traffic.

Cloudflare adds Stream key rotation, AI Search SDK integrations, Browser Run human handoff, Gateway DNS TTLTTLTime to live, a limit on how long data remains valid or how far a packet can travel. Caches use a time limit; IP packets use a hop limit. cap, and more.

$ curl --request POST 'https://api.cloudflare.com/client/v4/accounts/{account_id}/stream/live_inputs/{live_input_identifier}/rotate_keys' --header 'Authorization: Bearer <API_TOKEN>'

$ wrangler check startup

from langchain_cloudflare import CloudflareAISearchRetriever

retriever = CloudflareAISearchRetriever(
    account_id="ACCOUNT_ID",
    api_token="API_TOKEN",
    instance_name="knowledge-base",
    retrieval_type="hybrid",
)
results = retriever.invoke("How do I configure Workers AI?")

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