Le descrizioni degli strumenti sono in inglese.

Osservabilità LLM

Monitoraggio, tracce, valutazione e qualità delle applicazioni LLM.

123

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
io.github.spanlens/mcp-server
MCP
AttivoUltimo commit 8 giorni fa · 2026-08-24
Query Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP.
↓ 32 download/settimanaTypeScriptLicenza: MIT
mcpcreato 4 mesi facrescita misurataApri fonte ↗
Installa claude mcp add mcp-server -- npx @spanlens/mcp-server
12stelle GitHubstabile
2
nasde-toolkit
MCP
AttivoUltimo commit 8 giorni fa · 2026-08-24
CLI for benchmarks & evals of AI coding agents — on tasks you already understand, using your Claude / Codex / Gemini individual subscriptions or API keys.
PythonLicenza: MIT
- agent-benchmark
- agent-evaluation
- ai-coding-agents
- ai-evaluation
- claude-code
githubcreato 5 mesi facrescita misurataApri fonte ↗
12stelle GitHubstabile
3
bakeoff
Skill
AttivoUltimo commit 54 giorni fa · 2026-07-09
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.
JavaScriptLicenza: MIT
- ai-agents
- anthropic
- claude-code
- claude-code-plugin
- claude-skill
githubcreato 56 giorni facrescita misurataApri fonte ↗
Installa /plugin marketplace add CoriChui/bakeoff
10stelle GitHubstabile
4
galdor
Altro
AttivoUltimo commit 9 giorni fa · 2026-08-24
A Go-native framework for LLM agents, with OpenTelemetry observability built in.
GoLicenza: Apache-2.0
- a2a
- agents
- ai
- anthropic
- bedrock
githubcreato 3 mesi facrescita misurataApri fonte ↗
10stelle GitHubstabile
5
agent-inspector
Skill
DormienteUltimo commit 7 mesi fa · 2026-01-15
Local open-source dev tool to debug, secure, and evaluate LLM agents. Provides static analysis, dynamic security checks, and runtime monitoring - integrates with Cursor and Claude Code.
Python
- agent-debugging
- agent-security
- agent-trace
- ai-security-tool
- behavior-analysis
githubcreato 10 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add cylestio/agent-inspector
9stelle GitHubstabile
6
anchor
Skill
AttivoUltimo commit 12 giorni fa · 2026-08-20
Anchor — the production-grade AGENTS.md template for AI coding agents. 51 sections of battle-tested rules. Keep your agents grounded.
Licenza: MIT
- agent-instructions
- agents-md
- ai-agent-instructions
- ai-coding
- ai-coding-agent
githubcreato 3 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/peva3/anchor ~/.claude/skills/anchor
8stelle GitHubstabile
7
adaptive-harness
Skill
DormienteUltimo commit 5 mesi fa · 2026-03-16
A self-improving harness router for Claude Code.
PythonLicenza: MIT
- a-b-testing
- ai-agent
- ai-orchestration
- ai-routing
- ai-workflow
githubcreato 5 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add SeongwoongCho/adaptive-harness
8stelle GitHubstabile
8
memroos
Agente
AttivoUltimo commit 3 giorni fa · 2026-08-29
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
9
axiom
Skill
AttivoUltimo commit 6 giorni fa · 2026-08-26
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
10
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
11
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
12
Agent-Reliability-and-Evaluation-Lab
MCP
AttivoUltimo commit 11 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 14 giorni fanuovocrescita misurataApri fonte ↗
3stelle GitHubstabile
13
agenttap
Agente
DormienteUltimo commit 4 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 4 mesi facrescita misurataApri fonte ↗
3stelle GitHubstabile
14
CustoFlow
Altro
AttivoUltimo commit 2 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
15
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
16
skill-receipts
Skill
AttivoUltimo commit 33 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 41 giorni facrescita misurataApri fonte ↗
Installa git clone https://github.com/sjh9714/skill-receipts ~/.claude/skills/skill-receipts
2stelle GitHubstabile
17
supervisor-skill-claude
Skill
AttivoUltimo commit 18 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 18 giorni fanuovocrescita misurataApri fonte ↗
Installa git clone https://github.com/ma-nucho-pro/supervisor-skill-claude ~/.claude/skills/supervisor-skill-claude
2stelle GitHubstabile
18
headsup
Skill
AttivoUltimo commit 14 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
19
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
20
skill-adherencia-reglas
Skill
AttivoUltimo commit 32 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 36 giorni facrescita misurataApri fonte ↗
Installa /plugin marketplace add jleonceo/skill-adherencia-reglas
1stelle GitHubstabile
21
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
22
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
23
tulip-agents
Agente
AttivoUltimo commit 6 giorni fa · 2026-08-26
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 2 mesi facrescita misurataApri fonte ↗
1stelle GitHubstabile
24
DeepSeek-Infra
Altro
AttivoUltimo commit 3 giorni fa · 2026-08-29
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 2 mesi facrescita misurataApri fonte ↗
1stelle GitHubstabile

Risorse didattiche e di riferimento

Classifica per crescita misurata e normalizzata tra le fonti. Queste risorse restano accessibili separatamente e non partecipano alla classifica principale.

1
tunelab
Skill
AttivoUltimo commit 38 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 38 giorni facreato 2 mesi faRisorsacrescita misurata
6stelle GitHubstabile

Osservabilità LLM

Utilizzo

Attività

Ordina per

Classifica degli strumenti

io.github.spanlens/mcp-server

nasde-toolkit

bakeoff

galdor

agent-inspector

anchor

adaptive-harness

memroos

axiom

forge-skills

sre-on-call

Agent-Reliability-and-Evaluation-Lab

agenttap

CustoFlow

Agents-eval

skill-receipts

supervisor-skill-claude

headsup

shokunin-review

skill-adherencia-reglas

kaggle-capstone-ai-agent

gt8004-sdk

tulip-agents

DeepSeek-Infra

Risorse didattiche e di riferimento

tunelab