Osservabilità LLM

Classifica degli strumenti

Classifica mista: la crescita misurata ha la precedenza. I valori grezzi mantengono la propria finestra; una variazione richiede almeno due rilevazioni in 7 giorni.

1. 1

   io.github.spanlens/mcp-server

   MCP

   AttivoUltimo commit 9 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. 2

   promptfoo

   Altro

   AttivoUltimo commit oggi · 2026-09-02

   Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI…

   TypeScriptLicenza: MIT

   • ci
   • ci-cd
   • cicd
   • evaluation
   • evaluation-framework

   githubcreato 3 anni facrescita misurataApri fonte ↗

   24 738stelle GitHub+131 (+0.53 %)
3. 3

   Flawless

   Altro

   AttivoUltimo commit 19 giorni fa · 2026-08-14

   AI SRE AgenticOps for Kubernetes and cloud infrastructure.

   Python

   • agenticops
   • ai
   • aiops
   • aisre
   • cloud

   githubcreato 54 giorni facrescita misurataApri fonte ↗

   782stelle GitHub+1 (+0.13 %)
4. 4

   signoz

   Altro

   AttivoUltimo commit oggi · 2026-09-02

   SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined…

   TypeScript

   • apm
   • application-monitoring
   • distributed-tracing
   • go
   • good-first-issue

   githubcreato 5 anni facrescita misurataApri fonte ↗

   31 992stelle GitHub+62 (+0.19 %)
5. 5

   mlflow

   Agente

   AttivoUltimo commit oggi · 2026-09-02

   The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models…

   PythonLicenza: Apache-2.0

   • agentops
   • agents
   • ai
   • ai-governance
   • apache-spark

   githubcreato 8 anni facrescita misurataApri fonte ↗

   27 768stelle GitHub+80 (+0.29 %)
6. 6

   prefect

   Libreria

   AttivoUltimo commit oggi · 2026-09-02

   Prefect is a workflow orchestration framework for building resilient data pipelines in Python.

   PythonLicenza: Apache-2.0

   • automation
   • data
   • data-engineering
   • data-ops
   • data-science

   githubcreato 8 anni facrescita misurataApri fonte ↗

   23 759stelle GitHub+66 (+0.28 %)
7. 7

   vector

   Altro

   AttivoUltimo commit oggi · 2026-09-01

   A high-performance observability data pipeline.

   RustLicenza: MPL-2.0

   • agent
   • cloud-native
   • data-transformation
   • datadog
   • etl

   githubcreato 8 anni facrescita misurataApri fonte ↗

   22 507stelle GitHub+45 (+0.20 %)
8. 8

   openobserve

   Altro

   AttivoUltimo commit oggi · 2026-09-02

   Open source observability platform for logs, metrics, traces, frontend monitoring, pipelines and LLM observability. A sophisticated, simple and highly performant alternative to Datadog, Splunk, and Elasticsearch with 140x lower storage…

   TypeScriptLicenza: AGPL-3.0

   • analytics
   • apm
   • datadog
   • elasticsearch
   • grafana

   githubcreato 3 anni facrescita misurataApri fonte ↗

   21 608stelle GitHub+115 (+0.54 %)
9. 9

   mastra

   Altro

   AttivoUltimo commit oggi · 2026-09-02

   Mastra is the modern TypeScript framework for AI-powered applications and agents.

   TypeScript

   • agents
   • ai
   • chatbots
   • evals
   • javascript

   githubcreato 2 anni facrescita misurataApri fonte ↗

   27 624stelle GitHub+121 (+0.44 %)
10. 10

    netdata

    Altro

    AttivoUltimo commit oggi · 2026-09-02

    The fastest path to AI-powered full stack observability, even for lean teams.

    GoLicenza: GPL-3.0

    • ai
    • alerting
    • cncf
    • data-visualization
    • database

    githubcreato 13 anni facrescita misurataApri fonte ↗

    80 402stelle GitHub+91 (+0.11 %)
11. 11

    openstatus

    MCP

    AttivoUltimo commit 1 giorno fa · 2026-09-01

    🫖 Status page with uptime monitoring & API monitoring as code 🫖

    TypeScriptLicenza: AGPL-3.0

    • alerting
    • incident-management
    • mcp
    • mcp-server
    • monitoring

    githubcreato 3 anni facrescita misurataApri fonte ↗

    9 052stelle GitHub+28 (+0.31 %)
12. 12

    rocketplaneIO

    Altro

    AttivoUltimo commit 35 giorni fa · 2026-07-29

    Self-hosted AI SRE for Kubernetes — zero-instrumentation eBPF observability plus a copilot that fixes issues through guardrailed, self-verifying actions. BYO-LLM, air-gapped capable.

    GoLicenza: Apache-2.0

    • ai-agent
    • aiops
    • clickhouse
    • devops
    • ebpf

    githubcreato 58 giorni facrescita misurataApri fonte ↗

    131stelle GitHub-11 (-7.7 %)
13. 13

    cilium

    Altro

    AttivoUltimo commit oggi · 2026-09-02

    eBPF-based Networking, Security, and Observability

    GoLicenza: Apache-2.0

    • bpf
    • cncf
    • cni
    • containers
    • ebpf

    githubcreato 10 anni facrescita misurataApri fonte ↗

    25 041stelle GitHub+27 (+0.11 %)
14. 14

    kubeshark

    Agente

    AttivoUltimo commit 1 giorno fa · 2026-09-01

    eBPF-powered network observability for Kubernetes. Indexes L4/L7 traffic with full K8s context, decrypts TLS without keys. Queryable by AI agents via MCP and humans via dashboard.

    GoLicenza: Apache-2.0

    • cloud-native
    • devops
    • docker
    • ebpf
    • golang

    githubcreato 5 anni facrescita misurataApri fonte ↗

    12 066stelle GitHub+7 (+0.06 %)
15. 15

    databuff

    Agente

    AttivoUltimo commit 1 giorno fa · 2026-09-01

    DataBuff is an AI-native APM built on Opentelemetry，with multi-agent troubleshooting out of the box.

    JavaLicenza: AGPL-3.0

    • aiops
    • apm
    • application-monitoring
    • devops
    • distributed-tracing

    githubcreato 2 mesi facrescita misurataApri fonte ↗

    634stelle GitHub+26 (+4.3 %)
16. 16

    VeriRun

    Altro

    AttivoUltimo commit 3 giorni fa · 2026-08-30

    Evidence-first infrastructure for reproducible, isolated executable evaluation and online rewards.

    PythonLicenza: Apache-2.0

    • benchmark
    • kubernetes
    • llm-evaluation
    • llm-infrastructure
    • ray

    githubcreato 42 giorni famomentum stimatoApri fonte ↗

    116stelle GitHub—
17. 17

    fable-method

    Skill

    AttivoUltimo commit 49 giorni fa · 2026-07-15

    The Fable Workflow: how Claude Fable 5 worked, distilled into skills any model can run, with the eval that keeps it honest. Think / act / prove.

    PythonLicenza: MIT

    • agent-skills
    • ai-agents
    • claude
    • claude-code
    • claude-md

    githubcreato 57 giorni facrescita misurataApri fonte ↗

    Installa git clone https://github.com/Sahir619/fable-method ~/.claude/skills/fable-method

    2 272stelle GitHub+19 (+0.84 %)
18. 18

    suede-creator-skills

    MCP

    AttivoUltimo commit oggi · 2026-09-02

    74 open-source Agent Skills for Claude Code and Codex: AI SEO, AEO and GEO, code review with an A-F ship grade, CI gates, AI evals, design systems, conversion copy, Instagram growth, iOS and Android app shipping, creator rights, and…

    JavaScriptLicenza: MIT

    • agent-orchestration
    • agent-skill
    • agent-skills
    • ai-agents
    • ai-coding

    githubcreato 3 mesi facrescita misurataApri fonte ↗

    129stelle GitHub-10 (-7.2 %)
19. 19

    astragraph

    Agente

    DormienteUltimo commit 5 mesi fa · 2026-03-16

    Policy-enforced observability and fail-closed guardrails for MCP/A2A multi-agent systems.

    Rust

    • a2a
    • ai-agents
    • llm-security
    • mcp
    • multi-agent

    githubcreato 6 mesi facrescita misurataApri fonte ↗

    26stelle GitHubstabile
20. 20

    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
21. 21

    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
22. 22

    SkillForge

    Skill

    AttivoUltimo commit 35 giorni fa · 2026-07-29

    A skill creator that proves its skills work. Evidence-driven skill creation for Claude Code and Codex: baseline-tested generation, per-skill regression evals, ecosystem doctor, cross-runtime compile, and an opt-in proactive advisor.

    PythonLicenza: MIT

    • agent-skills
    • claude-ai
    • claude-code
    • claude-skills
    • codex

    githubcreato 8 mesi facrescita misurataApri fonte ↗

    Installa git clone https://github.com/tripleyak/SkillForge ~/.claude/skills/SkillForge

    884stelle GitHub+3 (+0.34 %)
23. 23

    dynatrace-for-ai

    Skill

    AttivoUltimo commit 2 giorni fa · 2026-08-31

    Skills, prompts, and instructions for building AI agents on top of Dynatrace production context

    JavaScriptLicenza: Apache-2.0

    • agent-skills
    • ai-agents
    • claude-code
    • devops
    • dql

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    Installa git clone https://github.com/Dynatrace/dynatrace-for-ai ~/.claude/skills/dynatrace-for-ai

    132stelle GitHub+6 (+4.8 %)
24. 24

    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 54 giorni facrescita misurataApri fonte ↗

    0stelle GitHubstabile
25. 25

    SkillCorpus

    Skill

    AttivoUltimo commit 1 giorno fa · 2026-09-01

    Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.

    PythonLicenza: Apache-2.0

    • agent-memory
    • agent-skills
    • ai-agents
    • benchmark
    • dataset

    githubcreato 22 giorni fanuovocrescita misurataApri fonte ↗

    Installa git clone https://github.com/EverMind-AI/SkillCorpus ~/.claude/skills/SkillCorpus

    424stelle GitHub+204 (+92.7 %)