Le descrizioni degli strumenti sono in inglese.

Osservabilità LLM

Monitoraggio, tracce, valutazione e qualità delle applicazioni LLM.

120

Classifica degli strumenti

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. I valori grezzi mantengono la propria finestra; una variazione richiede almeno due rilevazioni in 7 giorni.

1
memroos
Agente
AttivoUltimo commit 1 giorno fa · 2026-09-01
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
githubcreato 4 mesi facrescita misurataApri fonte ↗
7stelle GitHubstabile
2
kiboserve
MCP
DormienteUltimo commit 4 mesi fa · 2026-04-25
Open-source Python framework to deploy AI agents via HTTP, A2A, and MCP with built-in observability
PythonLicenza: MIT
- a2a
- a2a-client
- a2a-server
- agent-evaluation
- agentic-ai
githubcreato 6 mesi facrescita misurataApri fonte ↗
5stelle GitHubstabile
3
axiom
Skill
AttivoUltimo commit 2 giorni fa · 2026-08-31
Axiom is a curated marketplace of shared plugins for Claude Code and Codex.
PythonLicenza: MIT
- agent-skills
- anthropic
- claude
- claude-code
- claude-code-marketplace
githubcreato 2 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/netopsengineer/axiom ~/.claude/skills/axiom
5stelle GitHubstabile
4
sample-agentcore-enterprise-platform
Agente
AttivoUltimo commit 1 giorno fa · 2026-09-01
Amazon Bedrock AgentCore enterprise platform accelerator with AWS CDK, Terraform organization guardrails, MCP/A2A agents, security, memory, and observability.
PythonLicenza: Apache-2.0
- a2a-protocol
- agentcore
- agentcore-agent
- agentcore-gateway
- agentcore-identity
githubcreato 23 giorni fanuovocrescita misurataApri fonte ↗
5stelle GitHub+1 (+25.0 %)
5
Agent-Reliability-and-Evaluation-Lab
MCP
AttivoUltimo commit 13 giorni fa · 2026-08-21
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…
PythonLicenza: Apache-2.0
- a2a-protocol
- agent-to-agent
- ai-agents
- async-python
- autoscaling
githubcreato 15 giorni fanuovocrescita misurataApri fonte ↗
3stelle GitHubstabile
6
forge-skills
Skill
DormienteUltimo commit 3 mesi fa · 2026-05-21
An assembly line for AI software development. 35 skills, 11 agent personas, 29 commands. From raw idea to shipped code.
ShellLicenza: MIT
- agentic-engineering
- agents
- claude-code
- claude-code-plugin
- claude-code-skills
githubcreato 5 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add aneja5/forge-skills
3stelle GitHubstabile
7
agenttap
Agente
DormienteUltimo commit 5 mesi fa · 2026-04-05
Real-time debugging proxy for Agent2Agent (A2A) multi-agent systems
Licenza: MIT
- a2a
- agent2agent
- debugging
- debugging-tool
- developer-tools
githubcreato 5 mesi facrescita misurataApri fonte ↗
3stelle GitHubstabile
8
sre-on-call
Agente
AttivoUltimo commit 2 mesi fa · 2026-06-20
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
githubcreato 3 mesi facrescita misurataApri fonte ↗
3stelle GitHubstabile
9
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
10
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
11
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
12
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 %)
13
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
14
skill-receipts
Skill
AttivoUltimo commit 35 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
15
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
16
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
17
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
18
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
19
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
20
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
21
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
22
headsup
Skill
AttivoUltimo commit 15 giorni fa · 2026-08-18
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,…
ShellLicenza: MIT
- ai-workflow-observability
- claude-code
- claude-code-hooks
- claude-code-skill
- claude-code-skills
githubcreato 3 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/wasulajr/headsup ~/.claude/skills/headsup
1stelle GitHubstabile
23
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
24
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

Risorse didattiche e di riferimento

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. Queste risorse restano accessibili separatamente e non partecipano alla classifica principale.

1
tunelab
Skill
AttivoUltimo commit 40 giorni fa · 2026-07-25Apri fonte ↗
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.
PythonLicenza: MIT
- claude-code
- claude-code-plugin
- distillation
- fine-tuning
- llm-evaluation
github
Installa /plugin marketplace add rchaz/tunelab
attivo 40 giorni facreato 2 mesi faRisorsacrescita misurata
6stelle GitHubstabile

Osservabilità LLM

Utilizzo

Attività

Ordina per

Classifica degli strumenti

memroos

kiboserve

axiom

sample-agentcore-enterprise-platform

Agent-Reliability-and-Evaluation-Lab

forge-skills

agenttap

sre-on-call

Agents-eval

CustoFlow

supervisor-skill-claude

agent-stack

nudge

skill-receipts

adherencia-reglas

skill-adherencia-reglas

DriftSentinel

kaggle-capstone-ai-agent

primal-core

DeepSeek-Infra

historian

headsup

shokunin-review

gt8004-sdk

Risorse didattiche e di riferimento

tunelab