Le descrizioni degli strumenti sono in inglese.
Osservabilità LLM
Monitoraggio, tracce, valutazione e qualità delle applicazioni LLM.
Utilizzo
Attività
Ordina per
122
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.
- 1Attivo
shokunin-review
AltroTerminal-first validation harness for reviewing PRDs, RFCs, strategy docs, and experiment plans.
githubcrescita misurataApri fonte ↗
1stelle GitHubstabile - 2Dormiente
gt8004-sdk
AltroOfficial Python SDK for GT8004 — AI agent observability with MCP, A2A, x402 payment tracking. FastAPI, Flask, FastMCP middleware included.
githubcrescita misurataApri fonte ↗
1stelle GitHubstabile - 3Attivo
tulip-agents
AgenteThe 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…
githubcrescita misurataApri fonte ↗
1stelle GitHubstabile - 4Attivo
a2a-otel-kit
MCPVendor-neutral OpenTelemetry tracing for A2A agents and MCP services, with W3C context propagation and privacy-safe telemetry.
githubcrescita misurataApri fonte ↗
1stelle GitHubstabile - 5Attivo
pyxen
AgenteA lightweight Python library that decouples agentic runtime from applications it builds
githubcrescita misurataApri fonte ↗
1stelle GitHubstabile - 6Attivo
8 MCP SMB products — standalone AI servers for SMBs: Guardrails, FinOps, Observability, Router, Trust Score, Memory, ThinkSecure, A2A Lite. 37 tools, TNC credits billing.
githubcrescita misurataApri fonte ↗
1stelle GitHubstabile - 7Attivo
dsh-plugins
AgenteGeneric DeepSeek Harness (dsh) plugins: A2A protocol server, session storage mirror, and Langfuse observability.
githubcrescita misurataApri fonte ↗
1stelle GitHubstabile - 8Attivo
boundary-bench
AgenteDeterministic crash tests for agent control planes: paired worlds, hard stops, budgets, scopes, approvals, and hash-linked receipts.
githubcrescita misurataApri fonte ↗
1stelle GitHubstabile - 9Attivo
Agent Skill that asks: should there be an agentic system at all? Then designs, builds, audits, verifies, and ports systems—from workflows to governed teams.
githubcrescita misurataApri fonte ↗
Installa
git clone https://github.com/ingcontartese-netizen/multi-agent-system-architect-v2 ~/.claude/skills/multi-agent-system-architect-v21stelle GitHubstabile - 10Attivo
green-agent
AgenteA2A green-agent orchestrator for evaluating agents on the AppWorld benchmark, built on the AgentBeats SDK
githubcrescita misurataApri fonte ↗
0stelle GitHubstabile - 11Attivo
AgentStack
AgenteProvide clear documentation for AgentStack’s MCP protocol, plugins, and ecosystem API with usage examples and tool references.
githubcrescita misurataApri fonte ↗
0stelle GitHubstabile - 12Attivo
homestream
Altro🔑 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
githubcrescita misurataApri fonte ↗
0stelle GitHubstabile - 13Attivo
evoagent-os
AgenteLocal-first control plane for durable, governed agent teams: DAG orchestration, approvals, memory, signed skills, trace contracts, and realtime.
githubcrescita misurataApri fonte ↗
0stelle GitHubstabile - 14Dormiente
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.
githubcrescita misurataApri fonte ↗
0stelle GitHubstabile - 15Attivo
agentgateway
MCPAgentGateway — 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…
githubcrescita misurataApri fonte ↗
0stelle GitHubstabile - 16Dormiente
otel-agent-provenance
AgenteOpenTelemetry semantic conventions and instrumentation for agent provenance, derivation lineage, and acceptance criteria evaluation. Fills the Microsoft AI stack observability gap.
githubcrescita misurataApri fonte ↗
0stelle GitHubstabile - 17Attivo
AI Guardian
MCPGoverned local-LLM observability: model policy, prompt scanner, capture proxy, 21 tools.
mcpcrescita misurataApri fonte ↗
Installa
claude mcp add ai-guardian -- uvx ai-guardian-aiops0stelle GitHubstabile - 18Attivo
Architecture-first Python scaffold for an auditable multi-agent corporate credit desk using A2A, MCP, deterministic credit policies, model routing, and OpenTelemetry.
githubcrescita misurataApri fonte ↗
0stelle GitHubstabile - 19Dormiente
agentanvil
AgenteContract-based testing for LLM agents: hybrid evaluation, multi-agent + A2A, deterministic replay.
githubcrescita misurataApri fonte ↗
0stelle GitHubstabile - 20Attivo
CodeFlow
Agente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。
githubcrescita misurataApri fonte ↗
0stelle GitHubstabile - 21Dormiente
An AI-powered multi-agent system that demonstrates clinical triage, OTC medication recommendations, and e-pharmacy integration for respiratory conditions. Built with modular agents that collaborate to provide safe, intelligent healthcare…
githubcrescita misurataApri fonte ↗
0stelle 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.
- 1AttivoApri fonte ↗
Handbook técnico aberto sobre engenharia de IA em produção: ML tradicional, LLMs, RAG, agentes, segurança, observabilidade, FinOps e deployment.
githubRisorsacrescita misurata1stelle GitHubstabile