Osservabilità LLM

Classifica degli strumenti

Classifica per crescita misurata e normalizzata tra le fonti. I valori grezzi mantengono la propria finestra; una variazione richiede almeno due rilevazioni in 7 giorni.

1. 1

   dsh-plugins

   Agente

   AttivoUltimo commit 4 giorni fa · 2026-08-29

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

   TypeScriptLicenza: MIT

   • agent2agent
   • ai-agents
   • cordis
   • deepseek-harness
   • dsh

   githubcreato 15 giorni fanuovocrescita misurataApri fonte ↗

   1stelle GitHubstabile
2. 2

   nudge

   MCP

   AttivoUltimo commit 12 giorni fa · 2026-08-21

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

   Shell

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

   githubcreato 48 giorni facrescita misurataApri fonte ↗

   2stelle GitHubstabile
3. 3

   skill-receipts

   Skill

   AttivoUltimo commit 34 giorni fa · 2026-07-30

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

   JavaScriptLicenza: MIT

   • agent-skills
   • ai-agents
   • anthropic
   • benchmark
   • claude

   githubcreato 43 giorni facrescita misurataApri fonte ↗

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

   2stelle GitHubstabile
4. 4

   agent-stack

   Skill

   AttivoUltimo commit 1 giorno fa · 2026-09-01

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

   PythonLicenza: MIT

   • a2a
   • agent-orchestration
   • agent-skills
   • ai-agents
   • developer-tools

   githubcreato 27 giorni fanuovocrescita misurataApri fonte ↗

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

   2stelle GitHub+1 (+100.0 %)
5. 5

   pyxen

   Agente

   AttivoUltimo commit 2 mesi fa · 2026-06-28

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

   PythonLicenza: MIT

   • a2a
   • agent-runtime
   • agents
   • observability
   • portability

   githubcreato 2 mesi facrescita misurataApri fonte ↗

   1stelle GitHubstabile
6. 6

   supervisor-skill-claude

   Skill

   AttivoUltimo commit 19 giorni fa · 2026-08-14

   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

   githubcreato 19 giorni fanuovocrescita misurataApri fonte ↗

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

   2stelle GitHubstabile
7. 7

   CustoFlow

   Altro

   DormienteUltimo commit 3 mesi fa · 2026-06-04

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

   PythonLicenza: MIT

   • a2a-protocol
   • agent-evaluation
   • google-adk
   • multi-agent-system
   • observability

   githubcreato 9 mesi facrescita misurataApri fonte ↗

   2stelle GitHubstabile
8. 8

   Agents-eval

   Agente

   DormienteUltimo commit 3 mesi fa · 2026-05-17

   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.

   PythonLicenza: Apache-2.0

   • a2a-protocol
   • agent-evaluation
   • agentbeats
   • ai-agents
   • benchmarks

   githubcreato 19 mesi facrescita misurataApri fonte ↗

   2stelle GitHubstabile
9. 9

   boundary-bench

   Agente

   AttivoUltimo commit 7 giorni fa · 2026-08-26

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

   TypeScriptLicenza: Apache-2.0

   • a2a
   • agent-evaluation
   • ai-agents
   • benchmark
   • deterministic-replay

   githubcreato 43 giorni facrescita misurataApri fonte ↗

   1stelle GitHubstabile
10. 10

    DriftSentinel

    Agente

    AttivoUltimo commit 2 mesi fa · 2026-06-20

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

    TypeScriptLicenza: MIT

    • a2a
    • agent
    • agent-guard
    • ai-sre
    • drift-detection

    githubcreato 2 mesi facrescita misurataApri fonte ↗

    1stelle GitHubstabile
11. 11

    kaggle-capstone-ai-agent

    Agente

    DormienteUltimo commit 9 mesi fa · 2025-11-26

    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

    githubcreato 9 mesi facrescita misurataApri fonte ↗

    1stelle GitHubstabile
12. 12

    DeepSeek-Infra

    Altro

    AttivoUltimo commit 1 giorno fa · 2026-09-02

    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

    githubcreato 3 mesi facrescita misurataApri fonte ↗

    1stelle GitHubstabile
13. 13

    primal-core

    Agente

    DormienteUltimo commit 3 mesi fa · 2026-05-18

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

    PythonLicenza: Apache-2.0

    • a2a
    • agent-framework
    • agents
    • ai
    • ai-safety

    githubcreato 3 mesi facrescita misurataApri fonte ↗

    1stelle GitHubstabile
14. 14

    historian

    Agente

    AttivoUltimo commit 2 mesi fa · 2026-07-02

    A local A2A event and continuity service for agent applications, with structured history, provenance-safe transcripts, literal search, and natural-language queries.

    PythonLicenza: BSD-2-Clause

    • a2a
    • agent-memory
    • ai-agents
    • event-sourcing
    • fastapi

    githubcreato 2 mesi facrescita misurataApri fonte ↗

    1stelle GitHub+1
15. 15

    skill-adherencia-reglas

    Skill

    AttivoUltimo commit 33 giorni fa · 2026-07-31

    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.

    PythonLicenza: MIT

    • ai-evaluation
    • claude
    • claude-code
    • claude-code-plugin
    • claude-code-skill

    githubcreato 37 giorni facrescita misurataApri fonte ↗

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

    1stelle GitHubstabile
16. 16

    adherencia-reglas

    Skill

    AttivoUltimo commit 33 giorni fa · 2026-07-31

    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.

    PythonLicenza: MIT

    • agent-evaluation
    • ai-agents
    • claude-code
    • claude-code-skill
    • claude-code-skills

    githubcreato 37 giorni facrescita misurataApri fonte ↗

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

    1stelle GitHubstabile
17. 17

    agentanvil

    Agente

    DormienteUltimo commit 4 mesi fa · 2026-04-29

    Contract-based testing for LLM agents: hybrid evaluation, multi-agent + A2A, deterministic replay.

    PythonLicenza: MIT

    • a2a
    • agents
    • contracts
    • evaluation
    • llm

    githubcreato 4 mesi facrescita misurataApri fonte ↗

    0stelle GitHubstabile
18. 18

    mcp-smb-products

    MCP

    AttivoUltimo commit 2 mesi fa · 2026-07-03

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

    PythonLicenza: MIT

    • a2a-protocol
    • ai-governance
    • finops
    • guardrails
    • mcp

    githubcreato 4 mesi facrescita misurataApri fonte ↗

    1stelle GitHubstabile
19. 19

    CodeFlow

    Agente

    AttivoUltimo commit 6 giorni fa · 2026-08-28

    面向长程研发任务的 Java Agent Harness，支持 A2A 跨语言协作、可恢复执行、上下文工程与 Eval 驱动开发。

    JavaLicenza: Apache-2.0

    • a2a
    • agentic-ai
    • ai-agents
    • developer-tools
    • evals

    githubcreato 7 giorni fanuovocrescita misurataApri fonte ↗

    0stelle GitHubstabile
20. 20

    evoagent-os

    Agente

    AttivoUltimo commit 24 giorni fa · 2026-08-10

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

    PythonLicenza: Apache-2.0

    • a2a-protocol
    • agentic-ai
    • ai-agents
    • fastapi
    • llmops

    githubcreato 24 giorni fanuovocrescita misurataApri fonte ↗

    0stelle GitHubstabile
21. 21

    green-agent

    Agente

    AttivoUltimo commit 2 mesi fa · 2026-07-01

    A2A green-agent orchestrator for evaluating agents on the AppWorld benchmark, built on the AgentBeats SDK

    Python

    • a2a-protocol
    • agentbeats
    • appworld
    • evaluation
    • llm-agents

    githubcreato 11 mesi facrescita misurataApri fonte ↗

    0stelle GitHubstabile
22. 22

    homestream

    Altro

    AttivoUltimo commit 50 giorni fa · 2026-07-14

    🔑 HomeStream · 家园·流 — 零成本自托管多Agent协作框架，通往AI世界的那把钥匙 | Zero-cost self-hosted multi-agent framework — The key to AI world

    PythonLicenza: MIT

    • a2a-protocol
    • agent-framework
    • ai
    • causal-memory
    • event-stream

    githubcreato 55 giorni facrescita misurataApri fonte ↗

    0stelle GitHubstabile
23. 23

    MLFlow-A2A-Session-Tracer

    Agente

    DormienteUltimo commit 4 mesi fa · 2026-04-15

    A Python proof-of-concept for tracing multi-turn Agent-to-Agent (A2A) conversations as a single unified MLflow trace for LLM observability and evaluation.

    Python

    • a2a
    • agent-to-agent
    • ai-agents
    • conversational-ai
    • llm-evaluation

    githubcreato 7 mesi facrescita misurataApri fonte ↗

    0stelle GitHubstabile
24. 24

    nora

    MCP

    AttivoUltimo commit 2 giorni fa · 2026-09-01

    Open-source, self-hosted control plane for OpenClaw and Hermes AI-agent fleets on Docker/Kubernetes — REST, CLI, and MCP.

    TypeScriptLicenza: Apache-2.0

    • agent-management
    • agent-ops
    • agent-orchestration
    • ai-agent-platform
    • ai-agents

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    50stelle GitHub+2 (+4.2 %)
25. 25

    claudestat

    Skill

    AttivoUltimo commit 3 giorni fa · 2026-08-30

    Real-time execution trace and cost intelligence for Claude Code

    TypeScriptLicenza: MIT

    • agentic-workflow
    • ai-productivity
    • anthropic
    • anthropic-claude
    • claude

    githubcreato 4 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add DeibyGS/claudestat

    34stelle GitHub+1 (+3.0 %)