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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117 entries in this view.

Tool ranking

Ranked by measured growth, normalized 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

    Skill
    Active

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

    License: MIT
    • agent-instructions
    • agents-md
    • ai-agent-instructions
    • ai-coding
    • ai-coding-agent

    githubmeasured growthOpen source ↗

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

    8GitHub starsstable
  2. 2

    Skill
    Dormant

    A self-improving harness router for Claude Code.

    PythonLicense: MIT
    • a-b-testing
    • ai-agent
    • ai-orchestration
    • ai-routing
    • ai-workflow

    githubmeasured growthOpen source ↗

    Install /plugin marketplace add SeongwoongCho/adaptive-harness

    8GitHub starsstable
  3. 3

    Agent
    Active

    MemroOS / memroos: memory OS and governance layer for AI agents, agent workflows, dispatch, proof, and context continuity.

    TypeScript
    • a2a
    • agent-governance
    • agent-memory
    • agent-orchestration
    • agent-workflows

    githubmeasured growthOpen source ↗

    7GitHub starsstable
  4. 4

    MCP
    Dormant

    Open-source Python framework to deploy AI agents via HTTP, A2A, and MCP with built-in observability

    PythonLicense: MIT
    • a2a
    • a2a-client
    • a2a-server
    • agent-evaluation
    • agentic-ai

    githubmeasured growthOpen source ↗

    5GitHub starsstable
  5. 5

    Skill
    Active

    Axiom is a curated marketplace of shared plugins for Claude Code and Codex.

    PythonLicense: MIT
    • agent-skills
    • anthropic
    • claude
    • claude-code
    • claude-code-marketplace

    githubmeasured growthOpen source ↗

    Install git clone https://github.com/netopsengineer/axiom ~/.claude/skills/axiom

    5GitHub starsstable
  6. 6

    MCP
    Active

    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…

    PythonLicense: Apache-2.0
    • a2a-protocol
    • agent-to-agent
    • ai-agents
    • async-python
    • autoscaling

    githubmeasured growthOpen source ↗

    3GitHub starsstable
  7. 7

    Skill
    Dormant

    An assembly line for AI software development. 35 skills, 11 agent personas, 29 commands. From raw idea to shipped code.

    ShellLicense: MIT
    • agentic-engineering
    • agents
    • claude-code
    • claude-code-plugin
    • claude-code-skills

    githubmeasured growthOpen source ↗

    Install /plugin marketplace add aneja5/forge-skills

    3GitHub starsstable
  8. 8

    Agent
    Active

    Multi-agent SRE on-call investigator that auto-triages Slack/Discord infrastructure alerts via AWS Bedrock AgentCore, fanning out to specialized agents (CloudWatch, EKS, Slack/Discord scanners) for parallel investigation.

    Python
    • a2a-protocol
    • anthropic
    • aws-bedrock
    • aws-lambda
    • bedrock-agentcore

    githubmeasured growthOpen source ↗

    3GitHub starsstable
  9. 9

    Agent
    Dormant

    Real-time debugging proxy for Agent2Agent (A2A) multi-agent systems

    License: MIT
    • a2a
    • agent2agent
    • debugging
    • debugging-tool
    • developer-tools

    githubmeasured growthOpen source ↗

    3GitHub starsstable
  10. 10

    MCP
    Active

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

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

    githubmeasured growthOpen source ↗

    2GitHub starsstable
  11. 11

    Skill
    Active

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

    JavaScriptLicense: MIT
    • agent-skills
    • ai-agents
    • anthropic
    • benchmark
    • claude

    githubmeasured growthOpen source ↗

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

    2GitHub starsstable
  12. 12

    Skill
    Active

    Multi-agent quality gate skill for Claude Code that researches, reviews, tests and challenges AI-generated work before the final answer.

    • agentic-coding
    • agentic-workflow
    • ai-agent-skills
    • ai-code-review
    • ai-workflows

    githubmeasured growthOpen source ↗

    Install git clone https://github.com/ma-nucho-pro/supervisor-skill-claude ~/.claude/skills/supervisor-skill-claude

    2GitHub starsstable
  13. 13

    Other
    Dormant

    Multi-agent customer support system with Google ADK & Gemini 2.5 Flash Lite. Kaggle capstone demonstrating 11+ concepts. Automates 80%+ queries, <10s response time.

    PythonLicense: MIT
    • a2a-protocol
    • agent-evaluation
    • google-adk
    • multi-agent-system
    • observability

    githubmeasured growthOpen source ↗

    2GitHub starsstable
  14. 14

    Agent
    Dormant

    A Multi-Agent System (MAS) evaluation framework using PydanticAI that generates and evaluates scientific paper reviews through a three-tiered assessment approach: traditional metrics, LLM-as-a-Judge, and graph-based complexity analysis.

    PythonLicense: Apache-2.0
    • a2a-protocol
    • agent-evaluation
    • agentbeats
    • ai-agents
    • benchmarks

    githubmeasured growthOpen source ↗

    2GitHub starsstable
  15. 15

    Agent
    Active

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

    TypeScriptLicense: MIT
    • agent2agent
    • ai-agents
    • cordis
    • deepseek-harness
    • dsh

    githubmeasured growthOpen source ↗

    1GitHub starsstable
  16. 16

    Agent
    Active

    A lightweight Python library that decouples agentic runtime from applications it builds

    PythonLicense: MIT
    • a2a
    • agent-runtime
    • agents
    • observability
    • portability

    githubmeasured growthOpen source ↗

    1GitHub starsstable
  17. 17

    Agent
    Active

    Deterministic crash tests for agent control planes: paired worlds, hard stops, budgets, scopes, approvals, and hash-linked receipts.

    TypeScriptLicense: Apache-2.0
    • a2a
    • agent-evaluation
    • ai-agents
    • benchmark
    • deterministic-replay

    githubmeasured growthOpen source ↗

    1GitHub starsstable
  18. 18

    Agent
    Active

    Agent 降智检测与自愈公评网络 — an immune system for the AI agent society

    TypeScriptLicense: MIT
    • a2a
    • agent
    • agent-guard
    • ai-sre
    • drift-detection

    githubmeasured growthOpen source ↗

    1GitHub starsstable
  19. 19

    Other
    Active

    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

    githubmeasured growthOpen source ↗

    1GitHub starsstable
  20. 20

    Agent
    Dormant

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

    PythonLicense: Apache-2.0
    • a2a
    • agent-framework
    • agents
    • ai
    • ai-safety

    githubmeasured growthOpen source ↗

    1GitHub starsstable
  21. 21

    Skill
    Active

    Skill instalable para Claude Code que mide si tu agente cumple las reglas establecidas. Lee el historial de sesiones de tu disco y devuelve un porcentaje por regla de cumplimiento. Sin instalar nada, sin red, biblioteca estándar.

    PythonLicense: MIT
    • ai-evaluation
    • claude
    • claude-code
    • claude-code-plugin
    • claude-code-skill

    githubmeasured growthOpen source ↗

    Install /plugin marketplace add jleonceo/skill-adherencia-reglas

    1GitHub starsstable
  22. 22

    Skill
    Active

    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.

    PythonLicense: MIT
    • agent-evaluation
    • ai-agents
    • claude-code
    • claude-code-skill
    • claude-code-skills

    githubmeasured growthOpen source ↗

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

    1GitHub starsstable
  23. 23

    MCP
    Active

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

    PythonLicense: MIT
    • a2a-protocol
    • ai-governance
    • finops
    • guardrails
    • mcp

    githubmeasured growthOpen source ↗

    1GitHub starsstable
  24. 24

    Skill
    Active

    Glanceable Claude Code and Codex state in your terminal tabs: white=idle, blue=working, orange=waiting. Multi-terminal (iTerm2, WezTerm, AI Power Term), a live status bar with Anthropic usage limits, /sfl and /nil window save-and-restore,…

    ShellLicense: MIT
    • ai-workflow-observability
    • claude-code
    • claude-code-hooks
    • claude-code-skill
    • claude-code-skills

    githubmeasured growthOpen source ↗

    Install git clone https://github.com/wasulajr/headsup ~/.claude/skills/headsup

    1GitHub starsstable

Learning resources

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

  1. 1

    tunelab

    Skill
    ActiveOpen source ↗

    Claude Code plugin for LLM fine-tuning, distillation, and evaluation — decide whether you need fine-tuning at all, distill your LLM logs into small local models (MLX/LoRA), evaluate with held-out discipline, and learn the why at every step.

    PythonLicense: MIT
    • claude-code
    • claude-code-plugin
    • distillation
    • fine-tuning
    • llm-evaluation
    github

    Install /plugin marketplace add rchaz/tunelab

    Resourcemeasured growth
    6GitHub starsstable