29 results for “capa”

malcontent is Chainguard's open-source malware/supply-chain discovery tool that analyzes binaries (ELF, Mach-O, PE, a.out) and scripting-language source across Linux, macOS and Windows using 14,500+ YARA rules (including third-party rules from Avast, Elastic, FireEye, Mandiant, Nextron and ReversingLabs). Its standout feature is differential analysis ("mal diff"), which compares two versions of a build artifact or OCI image against a known-good baseline to surface newly introduced risky behaviors — the technique the project demonstrates on the 3CX supply-chain compromise by flagging unexpected high-risk changes to libffmpeg. It also supports threshold-based scanning ("mal scan") and unfiltered capability enumeration ("mal analyze"), and is designed to run inside CI/CD pipelines, including air-gapped environments via embedded rules.

github.comrepoAdded 8 Oct 2026🛡️ Security

Overmind is an open-source platform (MIT SDK/CLI, AGPL-3.0 platform, self-hostable) that instruments an agent's code via OpenTelemetry tracing, turns the resulting production traces (or any dataset) into a fine-tuned model benchmarked against user-defined eval metrics, and serves it through one unified API with downloadable/retrainable weights. It ships an SDK, CLI, REST API, Console, and an MCP server exposing project tools and workflows (investigate-capability, finetune-capability, ship-model) for Cursor, Claude Code, OpenCode and Codex, and can sync traces from Langfuse, LangSmith, Braintrust or Galileo; self-hosting runs via Docker Compose with Postgres, Redis, Celery workers and Modal-based GPU workers for fine-tuning/serving (vLLM).

github.comrepoAdded 6 Oct 2026🧠 AI

Agent-Reach is a CLI and agent-"skill" layer that equips coding agents (Claude Code, Cursor, OpenClaw) with ready-made web-reading tool use: fetching arbitrary pages via Jina Reader, YouTube transcripts via yt-dlp, GitHub repos via gh CLI, Bilibili search, RSS via feedparser, and semantic web search via Exa through mcporter, with login-gated platforms (Twitter/X, Reddit, Xiaohongshu, Facebook, Instagram) added on request via cookies or OpenCLI browser sessions. Each platform module probes an ordered list of candidate backends and falls back automatically when one breaks (e.g. yt-dlp being blocked by Bilibili's anti-scraping), and an `agent-reach doctor` command reports which backend each channel is currently using. It positions itself as a "capability layer" that selects, installs and health-checks the right upstream tool for an agent rather than wrapping the reads itself.

github.comrepoAdded 2 Oct 2026, published 1 Oct 2026🧠 AI

Ternary-Bonsai-2-27B is a 27B-parameter reasoning model (built on Qwen3.8-27B) quantized to true ternary weights ({-1,0,+1}) at ~1.72 bits/weight, shrinking it from ~54GB FP16 to ~5.95GB while retaining 98.2% of FP16 benchmark quality (84.78 vs the conventional sub-4-bit IQ2_XXS build's 72.59). It uses a Hadamard-rotated weight basis and ships two GGUF packing formats (PTQ1_0 dense trits, PQ2_0 2-bit slots) that require a custom llama.cpp/MLX kernel fork since stock llama.cpp cannot decode them correctly. The card includes per-category benchmark breakdowns (math, coding, agentic tool calling), cross-platform throughput/power measurements (Apple M5 Pro/Max, RTX 5090, L4, H100/A100/Blackwell), and an "intelligence density" metric comparing capability retained per GB against FP16 and other quantizations.

huggingface.corepoAdded 29 Sep 2026🧠 AI

Hugging Face collection for Xiaomi's MiMo-V2.6 model family, comprising five open-weight checkpoints: MiMo-V2.6-Pro-RL (1T params), MiMo-V2.6-Flash-RL (311B params), a MiMo-V2.6-Distill-Qwen-9B distillation (vision-language capable), and Pro/Flash MOPD variants. The title claims MIT licensing and a 1M-token context window, positioning this as a large open-weight release spanning full-scale RL-trained models down to a 9B distilled variant usable on consumer hardware.

huggingface.corepoAdded 29 Sep 2026🧠 AI

git-pkgs is a Go rewrite of a Ruby tool that adds a git subcommand for tracking dependency changes across a repository's history, indexing manifests/lockfiles from 36+ package managers (npm, RubyGems, Cargo, PyPI, Maven, Composer, Go modules, etc.) into a local SQLite database. Beyond history/blame/diff, it offers supply-chain security commands: `vulns` (OSV-based CVE scanning with SARIF output for GitHub code scanning, plus blame/praise/exposure for remediation metrics), `licenses` (with drift detection and CI-friendly exit codes), `deprecated`, `provenance` (trusted-publishing/attestation checks), `integrity` (lockfile hash drift detection), `maintainers`/`health` (via ecosyste.ms metadata), and `sbom` export in CycloneDX/SPDX. It also supports a dependency-aware `bisect` to find when a vulnerability, license change, or capability (e.g. network access) was introduced, and ships GitHub Actions for CI integration.

github.comrepoAdded 25 Sep 2026🛡️ Security

A directory within the davila7/claude-code-templates repo containing a "security-threat-model" Skill for Claude Code: a SKILL.md instruction file plus supporting agents and reference files that package a reusable threat-modeling workflow for the coding agent. It's an example of the emerging pattern of distributing structured, invocable skills (instructions + sub-agents + reference docs) that extend Claude Code's capabilities, rather than a security research artifact itself.

github.comrepoAdded 2 Oct 2026, published 25 Sep 2026🧠 AI

A Chinese translation (with original source notes) of a design essay synthesizing TypeSafe founder Diogo Almeida's notes on 'Jev,' a typed decision model that drives a coding-agent harness. It argues coding agents are simple loops whose real leverage lies in how context is assembled each turn, and works through six problems inherited from KV-cache-driven, append-only context design: costly model routing, tool-schema bloat, lossy compaction, rare sub-agents, destructive session restarts, and the built-in-capabilities tradeoff. It proposes fixes including query-aware context scoring/visibility tiers, cost-aware routing that accounts for cache reprocessing, tiered tool disclosure, conditional AGENTS.md loading, and shared read-only background retrieval.

github.comrepoAdded 26 Sep 2026, published 22 Sep 2026🧠 AI

Betterleaks is a configurable, fast secrets scanner maintained by the original Gitleaks author and team, capable of scanning git history, local filesystems, stdin, GitHub/GitLab orgs and specific PRs/MRs, Hugging Face models/datasets, and public S3/R2 buckets. Detection rules use regex plus an Expr (with legacy CEL compatibility) based prefilter/filter/validate pipeline, allowing entropy checks, keyword gating, and live API validation of found credentials (e.g. checking a GitHub PAT against api.github.com). It's used in production by projects like Aikido Security and shipped inside MegaLinter.

github.comrepoAdded 18 Sep 2026🛡️ Security

Trail of Bits maintains a Claude Code plugin marketplace of "skills" that extend AI coding agents (Claude Code, Codex, ChatGPT workspaces) with security analysis, testing, and secure development capabilities. It's installed via `/plugin marketplace add trailofbits/skills` and is also compatible with Codex's Claude marketplace support, with related sibling repos for curated skills, devcontainers, and config.

github.comrepoPublished and added 7 Sep 2026🛡️ Security

ffmpeg-skill is an Agent Skill (SKILL.md plus 42 stdlib-only Python tools) that lets Claude Code, Cursor, Codex and other agents edit video and audio with local ffmpeg/ffprobe. It enforces a probe → edit losslessly → check → verify workflow, and every tool takes --dry-run, --json and --plan. A machine-readable contract, whose input schemas are derived at run time from each script's argparse parser (the author's "SPEC" pattern), drives an MCP server that lists a core 12 tools by default. The repo also ships per-platform render templates, a doctor capability check, a test suite and evals. It is useful as a worked example of a deterministic, verifiable skill/tool layer in which the agent supplies judgement and the tools do the work.

github.comrepoAdded 16 Oct 2026, published 3 Sep 2026🧠 AI

Dify is an open-source LLM application development platform combining a visual workflow builder, RAG pipeline, agent capabilities (with MCP server and tool integration), model management across hundreds of providers, and LLMOps observability. It offers both a hosted cloud service and self-hosted Community/Enterprise editions deployable via Docker Compose, aiming to take LLM apps from prototype to production with a backend-as-a-service API layer.

github.comrepoAdded 22 Sep 2026, published 31 Aug 2026🧠 AI

A structured collection of 50+ notes taking a low-privileged Linux foothold to root, covering sudo/SUID misconfigurations, GTFOBins and LD_PRELOAD abuse, the Baron Samedit sudo bug, Linux capabilities, cron/systemd-timer abuse, kernel exploits (DirtyCow, DirtyPipe, OverlayFS, PwnKit), NFS no_root_squash, Docker/LXD namespace escapes, screen/tmux and D-Bus IPC abuse, and credential mining. Each note follows a concept-to-exploitation-to-detection-to-defense format and the repo includes a methodology checklist, hardening guide, two guided labs with a lab-setup script, and skills assessments, published for authorized lab/CTF use under CC BY 4.0.

github.comrepoAdded 2 Oct 2026, published 19 Aug 2026🛡️ Security

A Python proof-of-concept (CVE-2026-9830) that validates an unauthenticated REST API exposure in the BookingPress Pro WordPress plugin, where unauthenticated requests to a booking endpoint can return customer PII such as names, emails, phone numbers, and booking details. The script supports non-invasive checking, proxy/timeout/user-agent configuration, booking ID and date filtering, and optional saving of retrieved responses, alongside guidance for responsible use and remediation (patching, enforcing auth/capability checks on REST routes, log review, and incident response).

github.comrepoAdded 2 Oct 2026, published 15 Aug 2026🛡️ Security

GitHub repo (sgkdev/bad_garbage) containing a proof-of-concept exploit for CVE-2026-53361, an unprivileged, container-escapable use-after-free in the Linux AF_UNIX socket garbage collector. The bug stems from a race where a concurrent MSG_PEEK on an in-flight socket slips past the gc_in_progress check, letting the GC free a still-referenced socket; the same underlying race has been patched three separate times (CVE-2021-0920, CVE-2026-23394, CVE-2026-53361). The PoC targets systems with 2–7 CPUs and notes that most SLUB cache-armoring/shadowing code was stripped out, leaving occasional collisions in kmalloc-64/anon_vma caches that a user would need to re-armor for near-100% reliability.

github.comrepoAdded 2 Oct 2026, published 10 Aug 2026🛡️ Security

A comprehensively curated landscape document tracking the offensive AI agent space: ranked open-source pentesting/red-team agent projects (e.g. strix, shannon, VulnBot), uncensored offensive LLMs (Qwythos, WhiteRabbitNeo/DeepHat, BaronLLM) versus security-specialized but aligned models (Foundation-Sec, CyberSecQwen), Claude Code Agent Skills and MCP servers wrapping tools like Metasploit and BloodHound, 116 cross-referenced academic papers on pentest/vuln-discovery agents, capability benchmarks (Cybench, NYU CTF Bench, CyberGym), and a fact-checked Top-20 list of commercial AI pentesting vendors. It also covers competitions like the DARPA AI Cyber Challenge and Tencent's Intelligent Penetration Hackathon, positioning itself as a cross-merge of several other awesome-lists in this niche.

github.comrepoPublished and added 1 Aug 2026🛡️ Security

Talaria is a single-binary, pure-Go Linux privilege escalation scanner that enumerates misconfigurations (SUID/SGID, sudoers, capabilities, cron, Polkit JS rules, systemd EnvironmentFile overrides) and links them into confirmed multi-stage root-escalation chains using an embedded Dijkstra pathfinder. It runs read-only with no disk writes, executes in milliseconds, detects backport-aware 2026 Linux kernel vulnerabilities (Dirty Frag, Fragnesia, Copy Fail, DirtyClone, CIFSwitch, PinTheft, pedit COW), and exports JSON/SARIF for SIEM and GitHub Code Scanning integration.

github.comrepoAdded 3 Sep 2026, published 31 Jul 2026🛡️ Security

pentdem is an autonomous AI-powered pentesting CLI/pipeline that fans out 15+ vulnerability-class hunters (XSS, SQLi, SSRF, IDOR, SSTI, JWT, GraphQL, etc.) and 8 advanced attack skills (mass assignment, race conditions, cloud metadata, OAuth/OIDC, subdomain takeover, credential harvesting) in parallel, using an LLM to adapt strategy mid-scan. It wraps real tools (nmap, sqlmap, nuclei, ffuf, subfinder, httpx) in Docker isolation and adds a novel gate chain — quality gate, kill-chain builder, adversarial cross-model validation (a second model tries to disprove each finding), a capability execution ledger (proves each hunter actually ran instead of silently crashing), and a ship-discipline gate — before mapping surviving findings to MITRE ATT&CK/OWASP Top 10/CVSS and generating reports.

github.comrepoPublished and added 20 Jul 2026🛡️ Security

OpenNVR is a self-hosted, Docker-deployed network video recorder for ONVIF/RTSP IP cameras that is explicitly designed around a "sovereign, air-gapped by default" security architecture: network isolation between camera/gateway/analytics planes, Fernet-encrypted credentials at rest, RTSPS transport, and two default-deny gates (DEPLOYMENT_MODE=offline, AI_SOVEREIGNTY=local_only) that keep cloud and AI egress returning HTTP 403 until explicitly opened. It's positioned as a response to systemic IP-camera weaknesses (default creds, hard-coded keys, unsigned firmware, vendor cloud aggregation) exploited historically by the Mirai botnet and the 2021 Verkada camera-feed breach, and targets regulated buyers newly barred from Hikvision/Dahua/Uniview/Edimax-class vendors under NDAA §889 and 2025-26 FCC enforcement. Its pluggable AI Adapter Contract (Apache-2.0 SDK) lets third parties add detection/LLM capabilities out-of-tree, with correlation-ID audit trails and SHA-256 model fingerprinting for compliance evidence.

github.comrepoPublished and added 18 Jul 2026🛡️ Security

SecureSDLC-Lab pairs a minimal Node.js/Express/SQLite app with a GitHub Actions pipeline running Gitleaks (secret scanning), Semgrep (SAST), and Trivy (dependency, Docker image, and Kubernetes manifest scanning) plus OWASP ZAP (DAST) on every push and PR. It documents concrete remediations applied during the exercise: bcrypt password hashing, parameterized SQL queries, session-based auth with post-login session regeneration and HttpOnly cookies, RBAC for an admin page, Helmet security headers, env-based secrets, and a hardened Kubernetes deployment (non-root, readOnlyRootFilesystem, dropped capabilities, seccomp, resource limits) alongside a STRIDE threat model.

github.comrepoPublished and added 14 Jul 2026🛡️ Security

Purple Llama is Meta's umbrella repo of tools and evals for building safely with generative AI, bundling Llama Guard (input/output content moderation fine-tuned on Llama 3.1/3.2), Prompt Guard (detects prompt injection and jailbreak attempts), Code Shield (inference-time filtering of insecure LLM-generated code and code-interpreter abuse prevention), and the CyberSec Eval benchmark suite (CWE/MITRE ATT&CK-based tests now spanning insecure code generation, offensive cyber capability, spear-phishing, and visual prompt injection). It matters as one of the first industry-wide, MIT-licensed benchmark and safeguard sets specifically for LLM cybersecurity risk.

github.comrepoPublished and added 14 Jul 2026🛡️ Security

GuardDog is DataDog's CLI tool that scans PyPI, npm, Go modules, Rust crates, RubyGems, GitHub Actions, and VSCode extensions for malicious packages using YARA-based static analysis and registry metadata detectors. It correlates code capabilities with threat indicators (mapped to MITRE ATT&CK stages) to produce a 0-10 risk score, aiming to reduce alert fatigue compared to traditional SAST tools, and runs archive extraction and source analysis inside a kernel-level sandbox (Landlock/Seatbelt via nono) to mitigate path-traversal/code-execution vulnerabilities such as CVE-2022-23530, CVE-2022-23531, CVE-2026-22870, and CVE-2026-22871.

github.comrepoPublished and added 11 Jul 2026🛡️ Security

Kogaro is a Go-based Kubernetes cluster-hygiene validator that continuously scans clusters (and can run one-off against manifests in CI/CD) for silent configuration failures: dangling references to missing ConfigMaps/Secrets/ServiceAccounts/IngressClasses, insecure pod/container SecurityContexts (root user, privileged mode, missing capabilities drops), missing resource requests/limits, container image/architecture mismatches, and NetworkPolicy coverage gaps. Each finding gets a structured KOGARO-CCC-XXX error code for automated alerting/ticketing, and it exposes Prometheus metrics with leader-election/HA support for production deployment via Helm.

github.comrepoAdded 3 Sep 2026, published 25 Jun 2026🛡️ Security

Open ASM (OASM) is an open-source, self-hostable Attack Surface Management platform that continuously discovers internet-facing assets (IPs, ports, services, technologies), runs distributed vulnerability/misconfiguration scans via pluggable connector containers wrapping tools like nuclei, subfinder, httpx, naabu, and dnsx, and exposes an MCP server so AI assistants (OpenAI, Anthropic, Google models) can query and analyze the collected asset inventory in natural language. Scanning capability is decoupled into a companion oasm-connectors repo whose manifest lets Core API resolve and dispatch versioned Docker connector images to auto-scaling workers without requiring a platform release.

github.comrepoAdded 3 Sep 2026, published 17 May 2026🛡️ Security

CyberSleuth is an open-source MCP server that exposes 34 OSINT/cyber-investigation capabilities to Claude Desktop or Claude Code via natural language, covering infrastructure analysis (DNS, WHOIS, reverse DNS, AS/hosting intel), certificate transparency (CertSpotter/Censys), threat intel correlation (Shodan, VirusTotal, URLScan.io), tech-stack and ATS/GitHub org recon, and privacy/jurisdiction compliance analysis (GDPR/CCPA/LGPD/PIPL/PIPEDA). It also includes an LLM/AI surface reconnaissance module that passively fingerprints LLM-powered apps and runs authorization-gated OWASP LLM Top 10 probes. All external API keys are optional, with graceful degradation when unset.​

github.comrepoPublished and added 14 May 2026🛡️ Security

Bug-Bounty-Agents is a collection of 43 specialized LLM system-prompt personas (recon, web hunting, exploit chaining, reporting, scope-guard, etc.) that turn Claude Code, Copilot Chat, Cursor, or any agent-capable LLM into offensive-security specialists for bug bounty and pentest engagements. It ships an install script that auto-detects and deploys agents to the correct client directories, and documents pairing the agents with PortSwigger's Burp Suite MCP server so an LLM can drive live traffic through Burp while following the repo's methodology.

github.comrepoPublished and added 12 May 2026🛡️ Security

DefenseClaw is a Cisco AI Defense open-source project providing security governance for OpenClaw and other agentic AI runtimes. It combines a Python operator CLI, a Go gateway, connector hooks, policy engine, capability scanners, and observability exporters to scan agent capabilities before use, inspect runtime traffic, and export durable audit evidence — positioned explicitly as an enforcement/evidence layer, not a guarantee of risk-free agent behavior.

github.comrepoAdded 3 Sep 2026, published 7 May 2026🛡️ Security

pentest-ai-agents is a GitHub repo providing 50+ Claude Code subagent markdown files that turn Claude into a routed offensive-security assistant, covering recon, web, Active Directory, cloud, mobile, wireless, social engineering, payload crafting (msfvenom/Donut), reverse engineering (Ghidra/JadX/Radare2), C2 tuning (Sliver/Mythic/Havoc/Cobalt Strike), container breakout, and LLM red-teaming (OWASP LLM Top 10, prompt injection, RAG poisoning, MCP abuse). It distinguishes Tier 1 advisory agents from Tier 2 execution-capable agents that enforce a declared-scope guard before running commands, and ships a SQLite findings database, hardened CI validator, and an offline Docker bundle.

github.comrepoPublished and added 6 May 2026🛡️ Security

Octelium is a free, open-source, self-hosted zero trust secure access platform built on Kubernetes that combines remote-access VPN, ZTNA/BeyondCorp, API/AI gateway, and PaaS-like deployment capabilities. It provides identity-aware, layer-7-aware, per-request attribute-based access control (policy-as-code via CEL and Open Policy Agent) with secretless access to HTTP APIs, SSH, Kubernetes, and databases, WireGuard/QUIC tunneling, and OIDC/SAML/GitHub OAuth2-based continuous authentication with MFA/FIDO2/WebAuthn support.

github.comrepoPublished and added 5 May 2026🛡️ Security