LLM observability: tools for developers

Monitoring, traces, evaluation and quality tracking for LLM applications. An entry can appear under several use cases when its topics or description provide several explicit signals.

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122 entries in this view.

Tool ranking

Ranked by normalized popularity across sources. Raw values keep their source-specific window, shown under each tool; a change requires at least two snapshots from the last 7 days.

  1. 1

    MCP
    Active

    Optimize any AI agent’s skills, tools/MCP, and prompts against your own evals.

    PythonLicense: Apache-2.0
    • agent-optimization
    • agent-skills
    • agentic-ai
    • ai-agents
    • claude

    githubestimated momentumOpen source ↗

    47GitHub stars—
  2. 2

    Skill
    Active

    Mini Program Engineering Skill Suite is an Agent Skill suite for evidence‑first mini‑program development. It helps agents bring WeChat or other mini‑program projects from vague intent to reliable engineering work: project intake, product…

    PythonLicense: MIT
    • agent-skills
    • ai-agents
    • alipay
    • ci-cd
    • claude-code

    githubmeasured growthOpen source ↗

    Install git clone https://github.com/NocodeMrLi/mini-program-engineering-skill-suite ~/.claude/skills/mini-program-engineering-skill-suite

    43GitHub stars+4 (+10.3 %)
  3. 3

    Skill
    Active

    Real-time execution trace and cost intelligence for Claude Code

    TypeScriptLicense: MIT
    • agentic-workflow
    • ai-productivity
    • anthropic
    • anthropic-claude
    • claude

    githubmeasured growthOpen source ↗

    Install /plugin marketplace add DeibyGS/claudestat

    34GitHub starsstable
  4. 4

    Skill
    Active

    Make Claude Opus 4.8 behave like Claude Fable 5 — doctrine output style, drift-catching hooks, and an eval loop against golden Fable transcripts. Claude Code plugin.

    ShellLicense: MIT
    • anthropic
    • claude
    • claude-code
    • claude-code-plugin
    • evals

    githubmeasured growthOpen source ↗

    Install /plugin marketplace add rennf93/opus-fable-playbook

    34GitHub stars+1 (+3.0 %)
  5. 5

    Skill
    Dormant

    🔍 AI observability skill for Claude Code. Debug LangChain/LangGraph agents by fetching execution traces from LangSmith Studio directly in your terminal.

    License: MIT
    • agent-debugging
    • ai-agents
    • claude-skills
    • claude-skills-creator
    • claude-skills-hub

    githubmeasured growthOpen source ↗

    Install git clone https://github.com/OthmanAdi/langsmith-fetch-skill ~/.claude/skills/langsmith-fetch-skill

    27GitHub starsstable
  6. 6

    Agent
    Dormant

    Policy-enforced observability and fail-closed guardrails for MCP/A2A multi-agent systems.

    Rust
    • a2a
    • ai-agents
    • llm-security
    • mcp
    • multi-agent

    githubmeasured growthOpen source ↗

    26GitHub starsstable
  7. 7

    Skill
    Active

    Sentry instrumentation skill for system-behavior tracking

    ShellLicense: MIT
    • agent-skills
    • claude-skills
    • codex-skill
    • instrumentation
    • monitoring

    githubmeasured growthOpen source ↗

    Install git clone https://github.com/tortastudios/sentry-instrumentation ~/.claude/skills/sentry-instrumentation

    24GitHub starsstable
  8. 8

    MCP
    Active

    Deterministic, local-only audit reports for Claude Code AI agent sessions. Rust + SQLite. Zero network calls. MCP server for agents.

    HTMLLicense: MIT
    • agent-monitoring
    • agentic-ai
    • ai-agents
    • ai-engineering
    • audit

    githubmeasured growthOpen source ↗

    22GitHub stars+2 (+10.0 %)
  9. 9

    MCP
    Active

    Log Claude Code sessions to Opik, the open-source LLM observability and evaluation platform, built by Comet. Tracing, evaluation, and skills for observable AI applications.

    GoLicense: Apache-2.0
    • ai-agent
    • claude-ai
    • claude-code-plugin
    • llm-observation
    • mcp-server

    githubmeasured growthOpen source ↗

    22GitHub stars+1 (+4.8 %)
  10. 10

    Other
    Active

    AI-detector auditing toolkit: measures how often a detector flags genuine human writing, how stable its verdict is across seeds, and whether that verdict survives meaning-preserving edits. Detector-in-the-loop measurement harness. Claude…

    PythonLicense: MIT
    • ai-detection
    • ai-detector
    • benchmark
    • claude-code
    • claude-code-skill

    githubmeasured growthOpen source ↗

    18GitHub starsstable
  11. 11

    Skill
    Active

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

    PythonLicense: MIT
    • agent-skills
    • ai-tools
    • claude-code
    • claude-code-plugin
    • claude-code-skill

    githubmeasured growthOpen source ↗

    Install /plugin marketplace add shinpr/rashomon

    18GitHub starsstable
  12. 12

    Skill
    Active

    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

    githubmeasured growthOpen source ↗

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

    17GitHub starsstable
  13. 13

    MCP
    Dormant

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

    PythonLicense: MIT

      mcpmeasured growthOpen source ↗

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

      17GitHub starsstable
    • 14

      Skill
      Active

      Make Claude write clearly, for everyone.

      PythonLicense: 0BSD
      • claude-code
      • claude-code-plugin
      • controlled-language
      • llm-evaluation
      • output-style

      githubmeasured growthOpen source ↗

      Install /plugin marketplace add stefanobaghino/simple-output-styles

      16GitHub starsstable
    • 15

      Other
      Active

      A command-line tool to scaffold and manage enterprise-ready AI Agents powered by the A2A (Agent-to-Agent) protocol

      GoLicense: Apache-2.0
      • a2a
      • agents
      • ai
      • containerized
      • docker

      githubmeasured growthOpen source ↗

      14GitHub stars+1 (+7.7 %)
    • 16

      Skill
      Active

      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).

      PythonLicense: MIT
      • adr
      • agentic-engineering
      • ai-agents
      • anthropic
      • claude-code

      githubmeasured growthOpen source ↗

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

      13GitHub starsstable
    • 17

      Other
      Dormant

      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

      githubmeasured growthOpen source ↗

      13GitHub starsstable
    • 18

      MCP
      Active

      Query Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP.

      ↓ 32 downloads/weekTypeScriptLicense: MIT

        mcpmeasured growthOpen source ↗

        Install claude mcp add mcp-server -- npx @spanlens/mcp-server

        12GitHub starsstable
      • 19

        Skill
        Active

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

        PythonLicense: MIT
        • ai-agents
        • ai-coding
        • ai-development
        • ai-engineer
        • automation

        githubmeasured growthOpen source ↗

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

        10GitHub stars+1 (+11.1 %)
      • 20

        Skill
        Active

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

        TypeScriptLicense: MIT
        • anthropic
        • audit
        • claude
        • claude-code
        • claude-code-plugin

        githubmeasured growthOpen source ↗

        Install /plugin marketplace add sfrangulov/skill-graveyard

        10GitHub stars+1 (+11.1 %)
      • 21

        Skill
        Active

        Turn one decision into a judged tournament of solutions, then pick the best — a Claude Code skill that generates candidates, auto-derives the rubric, judges independently, and returns a defensible winner.

        JavaScriptLicense: MIT
        • ai-agents
        • anthropic
        • claude-code
        • claude-code-plugin
        • claude-skill

        githubmeasured growthOpen source ↗

        Install /plugin marketplace add CoriChui/bakeoff

        10GitHub starsstable
      • 22

        Other
        Active

        A Go-native framework for LLM agents, with OpenTelemetry observability built in.

        GoLicense: Apache-2.0
        • a2a
        • agents
        • ai
        • anthropic
        • bedrock

        githubmeasured growthOpen source ↗

        10GitHub starsstable

      Learning resources

      Ranked by normalized popularity across sources. These resources remain available separately and do not take part in the main tool ranking.

      1. 1

        awesome-llm-observability

        Skill
        ActiveOpen source ↗

        50+ curated LLM observability tools PLUS 26 Agent Skills (several with runnable, unit-tested scripts) to build, evaluate, debug, secure & monitor reliable LLM apps. Tracing, evals, guardrails, LLMOps.

        Python
        • ai-agents
        • ai-engineering
        • ai-observability
        • awesome
        • awesome-list
        github

        Install git clone https://github.com/ContextJet-ai/awesome-llm-observability ~/.claude/skills/awesome-llm-observability

        Resourcemeasured growth
        33GitHub stars+3 (+10.0 %)
      2. 2

        Agentic_AI_Engineer

        Agent
        ActiveOpen source ↗

        My complete journey to becoming an Agentic AI Engineer through structured learning, projects, experiments, and production-ready implementations of modern AI systems.

        Jupyter NotebookLicense: MIT
        • a2a-protocol
        • agent-orchestration
        • ai-guardrails
        • fastapi
        • kubernetes
        githubResourcemeasured growth
        18GitHub starsstable
      3. 3

        trigger_tree

        Skill
        ActiveOpen source ↗

        Documentation-discovery telemetry for Claude Code — heat/cold maps, health grade, evidence-backed router fixes. 100% local, zero tokens. /tt

        PythonLicense: MIT
        • ai-agents
        • claude-code
        • claude-code-plugin
        • docs-as-code
        • documentation
        github

        Install /plugin marketplace add Hedde/trigger_tree

        Resourcemeasured growth
        14GitHub stars+1 (+7.7 %)