Le descrizioni degli strumenti sono in inglese.

Osservabilità LLM

Monitoraggio, tracce, valutazione e qualità delle applicazioni LLM.

121

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
homestream
Altro
AttivoUltimo commit 54 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 58 giorni facrescita misurataApri fonte ↗
0stelle GitHubstabile
2
agent-mmm
Skill
AttivoUltimo commit 3 giorni fa · 2026-09-03
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
githubcreato 5 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add Yakoub-ai/agent-mmm
4stelle GitHubstabile
3
AI Guardian
MCP
AttivoUltimo commit 4 giorni fa · 2026-09-02
Governed local-LLM observability: model policy, prompt scanner, capture proxy, 21 tools.
PythonLicenza: MIT
mcpcreato 56 giorni facrescita misurataApri fonte ↗
Installa claude mcp add ai-guardian -- uvx ai-guardian-aiops
0stelle GitHubstabile
4
otel-agent-provenance
Agente
DormienteUltimo commit 5 mesi fa · 2026-03-17
OpenTelemetry semantic conventions and instrumentation for agent provenance, derivation lineage, and acceptance criteria evaluation. Fills the Microsoft AI stack observability gap.
Python
- a2a-protocol
- agentic-ai
- ai-agents
- observability
- opentelemetry
githubcreato 5 mesi facrescita misurataApri fonte ↗
0stelle GitHubstabile
5
shokunin-review
Altro
AttivoUltimo commit 2 mesi fa · 2026-06-25
Terminal-first validation harness for reviewing PRDs, RFCs, strategy docs, and experiment plans.
TypeScript
- ai-agents
- claude-code
- claude-code-skills
- cli
- evals
githubcreato 2 mesi facrescita misurataApri fonte ↗
1stelle GitHubstabile
6
gt8004-sdk
Altro
DormienteUltimo commit 6 mesi fa · 2026-02-23
Official Python SDK for GT8004 — AI agent observability with MCP, A2A, x402 payment tracking. FastAPI, Flask, FastMCP middleware included.
PythonLicenza: MIT
- a2a
- ai-agent
- analytics
- fastapi
- flask
githubcreato 6 mesi facrescita misurataApri fonte ↗
1stelle GitHubstabile
7
langfuse-mcp
MCP
AttivoUltimo commit 11 giorni fa · 2026-08-26
A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability
PythonLicenza: MIT
- agent-skills
- ai-agents
- claude-code
- codex
- developer-tools
githubcreato 17 mesi facrescita misurataApri fonte ↗
105stelle GitHubstabile
8
tulip-agents
Agente
AttivoUltimo commit oggi · 2026-09-06
The agent framework where the model never holds the trigger — every consequential action clears your policy first, waits for a human when it matters, and lands on a record you can verify. Build on it, or put it around the agent you already…
PythonLicenza: Apache-2.0
- a2a
- agent-framework
- ai-agents
- ai-governance
- ai-safety
githubcreato 3 mesi facrescita misurataApri fonte ↗
1stelle GitHubstabile
9
altk-evolve
MCP
AttivoUltimo commit 4 giorni fa · 2026-09-02
Self improving agents through iterations
PythonLicenza: Apache-2.0
- agent-learning
- agent-memory
- agentic-workflows
- ai-agents
- claude-code
githubcreato 8 mesi facrescita misurataApri fonte ↗
105stelle GitHubstabile
10
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
11
dsh-plugins
Agente
AttivoUltimo commit 1 giorno fa · 2026-09-05
Generic DeepSeek Harness (dsh) plugins: A2A protocol server, session storage mirror, and Langfuse observability.
TypeScriptLicenza: MIT
- agent2agent
- ai-agents
- cordis
- deepseek-harness
- dsh
githubcreato 18 giorni fanuovocrescita misurataApri fonte ↗
1stelle GitHubstabile
12
anti-lie
Skill
DormienteUltimo commit 3 mesi fa · 2026-05-10
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
githubcreato 3 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/lc198707/anti-lie ~/.claude/skills/anti-lie
89stelle GitHubstabile
13
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 GitHubstabile
14
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
15
DeepSeek-Infra
Altro
AttivoUltimo commit 4 giorni 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
16
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
17
skill-adherencia-reglas
Skill
AttivoUltimo commit 37 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 41 giorni facrescita misurataApri fonte ↗
Installa /plugin marketplace add jleonceo/skill-adherencia-reglas
1stelle GitHubstabile
18
AgentX-Python
Altro
AttivoUltimo commit oggi · 2026-09-06
AgentX python SDK. Build multi-agent AI workforce. Run evaluation. Trace your agent. Full Observability.
PythonLicenza: Apache-2.0
- a2a
- agent
- agent-monitoring
- evaluation
- mcp
githubcreato 2 anni facrescita misurataApri fonte ↗
68stelle GitHubstabile
19
adherencia-reglas
Skill
AttivoUltimo commit 37 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 41 giorni facrescita misurataApri fonte ↗
Installa git clone https://github.com/jleonceo/adherencia-reglas ~/.claude/skills/adherencia-reglas
1stelle GitHubstabile
20
boundary-bench
Agente
AttivoUltimo commit 4 giorni fa · 2026-09-02
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 47 giorni facrescita misurataApri fonte ↗
1stelle GitHubstabile
21
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
22
claudestat
Skill
AttivoUltimo commit 4 giorni fa · 2026-09-02
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 GitHubstabile
23
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
24
agentgateway
MCP
AttivoUltimo commit 2 giorni fa · 2026-09-04
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
githubcreato 5 mesi facrescita misurataApri fonte ↗
0stelle GitHubstabile
25
a2a-otel-kit
MCP
AttivoUltimo commit 26 giorni fa · 2026-08-11
Vendor-neutral OpenTelemetry tracing for A2A agents and MCP services, with W3C context propagation and privacy-safe telemetry.
PythonLicenza: MIT
- a2a
- agent2agent
- agentic-ai
- ai-agents
- clean-architecture
githubcreato 52 giorni facrescita misurataApri fonte ↗
1stelle GitHubstabile

Osservabilità LLM

Utilizzo

Attività

Ordina per

Classifica degli strumenti

homestream

agent-mmm

AI Guardian

otel-agent-provenance

shokunin-review

gt8004-sdk

langfuse-mcp

tulip-agents

altk-evolve

mcp-smb-products

dsh-plugins

anti-lie

historian

primal-core

DeepSeek-Infra

DriftSentinel

skill-adherencia-reglas

AgentX-Python

adherencia-reglas

boundary-bench

pyxen

claudestat

kaggle-capstone-ai-agent

agentgateway

a2a-otel-kit