Toolbox/Running agents in production

Security & guardrails

guardrails and prompt-injection defense

11 repositories, most starred first
State of the category

microsoft/agent-governance-toolkit microsoft/agent-governance-toolkit leads the space with deterministic, application-level enforcement that makes denied agent actions fail-closed and provides tamper-evident audit trails. Before choosing, decide whether you need that strong runtime enforcement for high-risk production use or a lighter tool focused on red‑teaming, CLI-level guards, forensics, or developer UX — many projects exist to fill those narrower needs.

Adversarial testing
Teams need multi-step, multimodal red‑teaming and fuzzing that simulates agent workflows and emergent attacks, which deterministic enforcement tools don’t exercise deeply enough for threat discovery.
Command/process interception
Lightweight, CLI‑level guards that parse commands and block destructive or unauthorised subagent launches are essential for developer workflows and edge deployments where full runtime governance is too heavy.
Forensics & observability
Operators require on‑device detection and forensic reconstruction of agent sessions to investigate incidents and satisfy audits, not just live prevention or policy logs.
Policy & dev UX
Organizations want policy-as-code, centralized playbooks, pre-submit self-checks and IDE/CI integration so governance becomes part of the developer workflow rather than an external runtime step.
Behavior calibration
Product and content teams need lightweight tools to tune agent behavior (style, over‑defense, evidence-on-close) without heavy enforcement, so outputs match UX and product requirements.
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
⭐ 6.6k +662/7d
CLICoding-agent pluginIDEBYOKDiff + related filesHard gates + report●●●●●Self-hostable●●●●●Free to use; runs locally or via your agent/API
⭐ 2.8k +164/7d
CLICoding-agent pluginOpenAIAnthropicFixed providerDiff + related filesArmed / observing gating●●●●●Self-hostable●●●●●Free, local install; uses the host agent's model access (may require provider subscriptions).
⭐ 6.5k +29/7d
PR botGitHub ActionCICLIIDECoding-agent pluginWeb appBYOKAction-level onlyApproval gating●●●●●Fully local runnable●●●●●Free, open-source
⭐ 1.7k +85/7d
CLICoding-agent pluginWeb appFixed providerCommand + related filesPresets + audit●●●●●Local-only●●●●●Free, local install (requires Node.js)
⭐ 2.0k +2/7d
GitHub ActionCICLIWeb appBYOKOpenAIPrompt-onlyThresholds/config●●●●●Self-hostable●●●●●Your LLM API key, usage billed by the provider
⭐ 1.1k +25/7d
CLIIDECoding-agent pluginFixed providerRelated filesSeverity gating●●●●●Runs locally●●●●●Free, open-source local binary
⭐ 509 +19/7d
CLIIDECoding-agent pluginOpenAIAnthropicGeminiFixed providerWhole-repo analysisRule-based guidance●●●●●Fully local●●●●●Free, local
⭐ 319
CLIWeb appCoding-agent pluginIDEAnthropicFixed providerDiff + related filesApproval workflow●●●●●Self-hostable●●●●●Free cloud account available; self-host option
⭐ 260 +7/7d
CLIAnthropicFull-history scansMulti-stage filtering●●●●●Fully local●●●●●Free, local app
⭐ 136
PR botGitHub ActionCICLICoding-agent pluginOpenAIAnthropicFixed providerDiff + related filesPreset & filters●●●●●Self-hostable●●●●●Runs as a GitHub Action (consumes runner minutes) or as a local CLI
⭐ 106
Coding-agent pluginCLIWeb appCIAnthropicRelated filesEnforcement hooks●●●●●Cloud + local hooks●●●●●Anthropic 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

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

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

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

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

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

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 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 (11)

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

⭐6.6k
+6627d
JavaScript
2 mo

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

⭐6.5k
+297d
Python
7 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…

⭐2.8k
+1647d
JavaScript
2 mo

Agentic LLM Vulnerability Scanner / AI red teaming kit 🧪

⭐2.0k
+27d
Python
2 yrs

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

⭐1.7k
+857d
TypeScript
9 mo

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

⭐1.1k
+257d
Go
2 mo

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

⭐509
+197d
Markdown
2 mo

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

⭐319
TypeScript
1 yr

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

⭐260
+77d
Swift
7 mo

Quality gate for AI/Codex-generated pull requests: blocks TODO leftovers, leaked secrets, sloppy commits and r…

⭐136
JavaScript
2 mo

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

⭐106
Python
3 mo

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