工具说明为英文。

LLM 可观测性

LLM 应用的监控、追踪、评估和质量管理。

用途

活跃度

排序方式

121

工具排名

按实测增长排序，并在不同来源间归一化。 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。

  1. 1

    技能
    活跃

    Production-grade AI coding rules for Cursor and Claude Code. 15 rules + 9 doc templates + skills + agents + MCP setup. Drop into any project.

    Python许可证: MIT
    • ai-agents
    • ai-coding
    • ai-development
    • ai-engineer
    • automation

    github实测增长打开来源 ↗

    安装 git clone https://github.com/aiagentwithdhruv/ai-dev-stack ~/.claude/skills/ai-dev-stack

    10GitHub 星标稳定
  2. 2

    技能
    活跃

    Claude Code plugin marketplace — agentic-engineering (spec-driven shape→decide→execute→measure→eval with adversarial review) + github-keeper (audit/elevate READMEs and make a repo open-source-ready).

    Python许可证: MIT
    • adr
    • agentic-engineering
    • ai-agents
    • anthropic
    • claude-code

    github实测增长打开来源 ↗

    安装 /plugin marketplace add GiustoPiedimonte/agentic-engineering-marketplace

    13GitHub 星标稳定
  3. 3

    MCP
    活跃

    A typed, replayable, budget-aware programming language for LLM agents. Compiles to Python & TypeScript.

    Shell
    • a2a
    • agent-framework
    • agentic-ai
    • ai
    • ai-agents

    github实测增长打开来源 ↗

    2GitHub 星标稳定
  4. 4

    技能
    活跃

    Marketing Mix Model expert agent plugin for Claude Code - pymc-marketing v0.18.2+

    Python
    • claude-code-agent
    • claude-code-plugin
    • claude-code-skill
    • data-analysis
    • data-analytics

    github实测增长打开来源 ↗

    安装 /plugin marketplace add Yakoub-ai/agent-mmm

    4GitHub 星标稳定
  5. 5

    技能
    活跃

    Measure prompt and skill improvements with blind A/B comparison.

    Python许可证: MIT
    • agent-skills
    • ai-tools
    • claude-code
    • claude-code-plugin
    • claude-code-skill

    github实测增长打开来源 ↗

    安装 /plugin marketplace add shinpr/rashomon

    18GitHub 星标稳定
  6. 6

    MCP
    活跃

    AgentGateway — independent third-party profile of a public API surface, by API Evangelist. AgentGateway is an open-source, AI-native proxy and gateway for routing, observing, and governing traffic to and from AI agents, LLM providers, and…

    • agent-to-agent
    • ai-gateway
    • api-gateway
    • apis-json
    • cncf

    github实测增长打开来源 ↗

    0GitHub 星标稳定
  7. 7

    智能体
    活跃

    Local-first control plane for durable, governed agent teams: DAG orchestration, approvals, memory, signed skills, trace contracts, and realtime.

    Python许可证: Apache-2.0
    • a2a-protocol
    • agentic-ai
    • ai-agents
    • fastapi
    • llmops

    github实测增长打开来源 ↗

    0GitHub 星标稳定
  8. 8

    MCP
    活跃

    Production reliability, benchmarking, and evaluation layer for MCP agent runtimes — protocol negotiation, A2A interop, circuit breakers, connection pooling, adaptive streaming, and autoscaling, with measured throughput/latency and a…

    Python许可证: Apache-2.0
    • a2a-protocol
    • agent-to-agent
    • ai-agents
    • async-python
    • autoscaling

    github实测增长打开来源 ↗

    3GitHub 星标稳定
  9. 9

    智能体
    活跃

    Generic DeepSeek Harness (dsh) plugins: A2A protocol server, session storage mirror, and Langfuse observability.

    TypeScript许可证: MIT
    • agent2agent
    • ai-agents
    • cordis
    • deepseek-harness
    • dsh

    github实测增长打开来源 ↗

    1GitHub 星标稳定
  10. 10

    技能
    休眠

    Don't make LLMs honest. Make every factual claim auditable. — An LLM Claim Auditing Layer with T1-T7 truth gradients. 98.1% business effectiveness on LiarBench v0.2.

    Python
    • agent-skills
    • ai-safety
    • anti-lie
    • audit
    • factuality

    github实测增长打开来源 ↗

    安装 git clone https://github.com/lc198707/anti-lie ~/.claude/skills/anti-lie

    89GitHub 星标稳定
  11. 11

    技能
    活跃

    Audit which Claude Code skills you actually use — surface dead installs and hallucinated invocations from your session logs.

    TypeScript许可证: MIT
    • anthropic
    • audit
    • claude
    • claude-code
    • claude-code-plugin

    github实测增长打开来源 ↗

    安装 /plugin marketplace add sfrangulov/skill-graveyard

    10GitHub 星标稳定
  12. 12

    技能
    活跃

    Mide si tu agente de IA cumple las reglas que le escribiste. Lee el historial local de Claude Code y devuelve un porcentaje por regla. Sin instalar nada, sin red, biblioteca estándar.

    Python许可证: MIT
    • agent-evaluation
    • ai-agents
    • claude-code
    • claude-code-skill
    • claude-code-skills

    github实测增长打开来源 ↗

    安装 git clone https://github.com/jleonceo/adherencia-reglas ~/.claude/skills/adherencia-reglas

    1GitHub 星标稳定
  13. 13

    其他
    活跃

    Local-first Agentic AI Infrastructure Platform with LLM Gateway, Agent DAG Runtime, MCP Tool Hub, A2A Agent Mesh, Local RAG, Tool Sandbox and Observability.

    Python
    • a2a
    • agent-runtime
    • ai-infra
    • deepseek
    • fastapi

    github实测增长打开来源 ↗

    1GitHub 星标稳定
  14. 14

    智能体
    休眠

    The reliability and interoperability layer for AI agents. A2A-native. MCP-bridged.

    Python许可证: Apache-2.0
    • a2a
    • agent-framework
    • agents
    • ai
    • ai-safety

    github实测增长打开来源 ↗

    1GitHub 星标稳定
  15. 15

    智能体
    休眠

    An AI-powered multi-agent system that demonstrates clinical triage, OTC medication recommendations, and e-pharmacy integration for respiratory conditions. Built with modular agents that collaborate to provide safe, intelligent healthcare…

    Python
    • agent-to-agent
    • agentic-ai
    • aiagent
    • antigravity-ide
    • cursor-ai

    github实测增长打开来源 ↗

    0GitHub 星标稳定
  16. 16

    技能
    休眠

    Local open-source dev tool to debug, secure, and evaluate LLM agents. Provides static analysis, dynamic security checks, and runtime monitoring - integrates with Cursor and Claude Code.

    Python
    • agent-debugging
    • agent-security
    • agent-trace
    • ai-security-tool
    • behavior-analysis

    github实测增长打开来源 ↗

    安装 /plugin marketplace add cylestio/agent-inspector

    9GitHub 星标稳定
  17. 17

    MCP
    休眠

    MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations

    Python许可证: MIT

      mcp实测增长打开来源 ↗

      安装 claude mcp add mcp-as-a-judge -- uvx mcp-as-a-judge

      17GitHub 星标稳定
    • 18

      MCP
      活跃

      8 MCP SMB products — standalone AI servers for SMBs: Guardrails, FinOps, Observability, Router, Trust Score, Memory, ThinkSecure, A2A Lite. 37 tools, TNC credits billing.

      Python许可证: MIT
      • a2a-protocol
      • ai-governance
      • finops
      • guardrails
      • mcp

      github实测增长打开来源 ↗

      1GitHub 星标稳定
    • 19

      技能
      活跃

      Claude Code skills where every entry ships receipts — accuracy-gated benchmarks against baseline and placebo, rejects published

      JavaScript许可证: MIT
      • agent-skills
      • ai-agents
      • anthropic
      • benchmark
      • claude

      github实测增长打开来源 ↗

      安装 git clone https://github.com/sjh9714/skill-receipts ~/.claude/skills/skill-receipts

      2GitHub 星标稳定
    • 20

      其他
      休眠

      A Claude Code skill that adds a rubric-based eval layer to any agent project. Framework-agnostic — generates rubric, test cases, judge prompt, and harness. Returns a weighted score plus a judge-leniency signal.

      HTML
      • agent-evaluation
      • anthropic
      • claude-code
      • claude-code-skill
      • evals

      github实测增长打开来源 ↗

      13GitHub 星标稳定
    • 21

      智能体
      休眠

      A safety-first multi-agent mental health companion with real-time distress tracking, triple-layer guardrails, and evidence-based grounding techniques. Built for Kaggle × Google Agents Intensive 2025 Capstone (Agents for Good Track)

      Python
      • a2a-protocol
      • agent-evaluation
      • agents-for-good
      • ai-agents
      • crisis-support

      github实测增长打开来源 ↗

      1GitHub 星标稳定
    • 22

      技能
      活跃

      Anchor — the production-grade AGENTS.md template for AI coding agents. 51 sections of battle-tested rules. Keep your agents grounded.

      许可证: MIT
      • agent-instructions
      • agents-md
      • ai-agent-instructions
      • ai-coding
      • ai-coding-agent

      github实测增长打开来源 ↗

      安装 git clone https://github.com/peva3/anchor ~/.claude/skills/anchor

      8GitHub 星标稳定
    • 23

      技能
      休眠

      Two Claude Code skills for adversarial code review (single-model PAR and multi-model MMAR with cross-critique to catch hallucinations), plus a fixture-based eval suite.

      Python
      • ai-agents
      • claude-code-plugin
      • code-review
      • evals
      • python

      github实测增长打开来源 ↗

      安装 /plugin marketplace add prime-radiant-inc/parallel-adversarial-review

      17GitHub 星标稳定
    • 24

      智能体
      休眠

      AgentOps: Multi-agent infrastructure remediation platform. A2A protocol, agent coordination, HITL approval, auto-rollback.

      Python许可证: MIT
      • a2a-protocol
      • ai
      • automation
      • infrastructure
      • llm

      github实测增长打开来源 ↗

      0GitHub 星标稳定
    • 25

      技能
      活跃

      Production patterns for agent orchestrators, harnesses, evals, MCP/A2A interoperability, memory, provider routing, and LLM usage metering.

      Python许可证: MIT
      • a2a
      • agent-orchestration
      • agent-skills
      • ai-agents
      • developer-tools

      github实测增长打开来源 ↗

      安装 git clone https://github.com/ssheleg/agent-stack ~/.claude/skills/agent-stack

      2GitHub 星标稳定