Toolbox/Running agents in production

Security & guardrails

guardrails and prompt-injection defense

10 repositories, most starred first
State of the category

microsoft/agent-governance-toolkit Microsoft's agent-governance-toolkit is the de facto leader for teams that need deterministic, fail‑closed enforcement and tamper‑evident audits across developer workflows; however, many teams pick specialized tools for targeted needs like adversarial testing, shell-level blocking, local forensics, style gating or low-friction adoption. Choose the leader for end‑to‑end enforcement and pick a niche project when you need a specific capability the leader doesn't prioritize.

Adversarial testing
Automated, multi‑step adversarial testing and fuzzing matter because single‑prompt tests miss complex, multimodal attack paths and workflow-level failures that break in production.
Command semantics
Many teams need shell- and CLI-aware protections that parse intent and block destructive or credential‑leaking commands before they execute, which prompt-only controls can't reliably do.
Artifact forensics
Local endpoint detection and reconstruction of agent sessions are crucial for post‑incident analysis and compliance when live enforcement isn't enough or was bypassed.
numbat
Enforceable guards
Turning policy statements into machine‑executable, evidence‑backed gates matters for distributed agents and multi‑host workflows where prevention and provable attestations are required.
Adoption & UX
Organizations still need low‑friction playbooks, desktop monitoring, model‑specific planning modes and copy/style gates to get teams to actually adopt governance in day‑to‑day workflows.
Find your fit

Which one matches your setup?

Answer any of the questions — the shortlist updates as you go. Recommendations come from the capability passports below, nothing else.

Where should reviews happen?
Can code leave your infrastructure?
What matters most?
Model access?
Pick at least one answer to get a shortlist.
Side by side

Comparison matrix

Axes are extracted from each project's docs by our review pipeline; the maturity score is computed from stars, growth and commit activity — not an opinion. Click a column to sort.

Runs inModelsContextCost to run
6.2k +53/7d
PR botGitHub ActionCICLIIDECoding-agent pluginWeb appBYOKAction-level onlyApproval gatingFully local runnableFree, open-source
2.0k +6/7d
GitHub ActionCICLIWeb appBYOKOpenAIPrompt-onlyThresholds/configSelf-hostableYour LLM API key, usage billed by the provider
1.5k +13/7d
CLICoding-agent pluginWeb appFixed providerCommand + related filesPresets + auditLocal-onlyFree, local install (requires Node.js)
1.5k +947/7d
CLICoding-agent pluginOpenAIAnthropicFixed providerDiff + related filesArmed / observing gatingSelf-hostableFree, local install; uses the host agent's model access (may require provider subscriptions).
984 +8/7d
CLIIDECoding-agent pluginFixed providerRelated filesSeverity gatingRuns locallyFree, open-source local binary
841 +295/7d
CLICoding-agent pluginIDEBYOKDiff + related filesHard gates + reportSelf-hostableFree to use; runs locally or via your agent/API
403 +60/7d
CLIIDECoding-agent pluginOpenAIAnthropicGeminiFixed providerWhole-repo analysisRule-based guidanceFully localFree, local
308 +1/7d
CLIWeb appCoding-agent pluginIDEAnthropicFixed providerDiff + related filesApproval workflowSelf-hostableFree cloud account available; self-host option
234 +2/7d
CLIAnthropicFull-history scansMulti-stage filteringFully localFree, local app
105
Coding-agent pluginCLIWeb appCIAnthropicRelated filesEnforcement hooksCloud + local hooksAnthropic Claude Code account required
At a glance

Capability profiles

Six axes, 0–5 each. The shape tells you the strategy: a wide hexagon is a generalist, a spike is a specialist. Showing the 8 most established — the rest are in the full catalog.

ContextNoiseCustomPrivacyModelsMaturity

Deterministic, application-level enforcement that intercepts every tool call and makes denied actions structurally impossible (fail-closed governance plus tamper-evident audit), rather than relying on prompt-level controls.

ContextNoiseCustomPrivacyModelsMaturity

Agentic Security focuses on agent/workflow-focused, multimodal (text, image, audio) and multi-step attack/fuzzing capabilities (including RL-based and dataset mutation approaches) to evaluate LLM vulnerabilities beyond single-shot prompt tests.

ContextNoiseCustomPrivacyModelsMaturity

Parses command semantics (including shell wrappers and interpreter one-liners) to block destructive commands and secret access before they execute across many coding agent CLIs.

ContextNoiseCustomPrivacyModelsMaturity

Implements executable, evidence-backed Guards and Skills that intercept unrequested hashes, dependency/subagent launches and scope creep across multiple agent hosts, turning policy statements into machine-enforceable checks.

ContextNoiseCustomPrivacyModelsMaturity

Performs endpoint-local detection and forensic reconstruction from on-disk session artifacts, letting operators evaluate agent activity with the same rule engine used for live enforcement.

ContextNoiseCustomPrivacyModelsMaturity

A rule-based filter with a mandatory PASS/FAIL Delivery Gate and liveliness toolkit focused on removing generic AI-generated UI and copy without prescribing visual style.

ContextNoiseCustomPrivacyModelsMaturity

A minimal paste-in natural-language contract plus a curated case catalogue that specifically targets agents' 'over-defense' behaviours (HERO) without installing software.

ContextNoiseCustomPrivacyModelsMaturity

Centralizes one source engineering playbook and renders agent-specific instruction files with governance, ownership and adoption tracking.

All repositories (10)

AI Agent Governance Toolkit — Policy enforcement, zero-trust identity, execution sandboxing, and reliability e…

6.2k
+537d
Python
6 mo

Agentic LLM Vulnerability Scanner / AI red teaming kit 🧪

2.0k
+67d
Python
2 yrs

A pre-execution guard for AI coding agents. It blocks destructive Git and file system commands, plus common at…

1.5k
+137d
TypeScript
8 mo

Stop That Shit(别再造史了)|面向 Codex/GPT 场景的多平台 Hook + Skill Guard:拦截 AI coding agent 无需求的哈希、校验和与任务范围膨胀。 A multi-pla…

1.5k
+9477d
JavaScript
3 wk

Visibility into AI agent activity on endpoints, with on-device detection, optional pre-action blocking, and fo…

984
+87d
Go
1 mo

Rules for an AI coding agent to filter out generic AI-generated UI designs, text, and code.

841
+2957d
JavaScript
4 wk

HERO = Hashing · Edge cases · Rubrics · Overbuild — the four shapes coding agents over-defend in. A paste-in c…

403
+607d
Markdown
3 wk

Packmind seamlessly captures your engineering playbook and turns it into AI context, guardrails, and governanc…

308
+17d
TypeScript
1 yr

native macOS app that gives you a real-time dashboard for your Claude Code and Cowork sessions, with analytics…

234
+27d
Swift
5 mo

Make Opus 4.8 (or any Claude model) work like Claude Fable 5 — a Claude Code skill + guard hooks (plan gate, m…

105
-177d
Python
2 mo

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