Osservabilità LLM

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. 1

   SkillCorpus

   Skill

   AttivoUltimo commit 2 giorni 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 23 giorni fanuovocrescita misurataApri fonte ↗

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

   424stelle GitHub+170 (+66.9 %)
2. 2

   promptfoo

   Altro

   AttivoUltimo commit oggi · 2026-09-03

   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 768stelle GitHub+142 (+0.58 %)
3. 3

   mastra

   Altro

   AttivoUltimo commit oggi · 2026-09-03

   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 658stelle GitHub+128 (+0.46 %)
4. 4

   openobserve

   Altro

   AttivoUltimo commit oggi · 2026-09-03

   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 615stelle GitHub+96 (+0.45 %)
5. 5

   netdata

   Altro

   AttivoUltimo commit oggi · 2026-09-03

   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 412stelle GitHub+85 (+0.11 %)
6. 6

   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 783stelle GitHub+82 (+0.30 %)
7. 7

   prefect

   Libreria

   AttivoUltimo commit oggi · 2026-09-03

   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 766stelle GitHub+66 (+0.28 %)
8. 8

   SkillEvaluator

   Skill

   AttivoUltimo commit 2 giorni fa · 2026-09-01

   Multi-tier framework for evaluating AI agent skills with quality gates, semantic overlap detection, synthetic evaluation dataset generation, and live agent evaluation that measures how skills affect agent behavior.

   PythonLicenza: Apache-2.0

   • agent-evaluation
   • agent-security
   • agent-skills
   • agentic-ai
   • benchmark

   githubcreato 2 mesi facrescita misurataApri fonte ↗

   Installa git clone https://github.com/NVIDIA/SkillEvaluator ~/.claude/skills/SkillEvaluator

   389stelle GitHub+57 (+17.2 %)
9. 9

   signoz

   Altro

   AttivoUltimo commit oggi · 2026-09-03

   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 ↗

   32 003stelle GitHub+50 (+0.16 %)
10. 10

    vector

    Altro

    AttivoUltimo commit oggi · 2026-09-03

    A high-performance observability data pipeline.

    RustLicenza: MPL-2.0

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

    githubcreato 8 anni facrescita misurataApri fonte ↗

    22 509stelle GitHub+40 (+0.18 %)
11. 11

    yao-meta-skill

    Skill

    AttivoUltimo commit 17 giorni fa · 2026-08-17

    YAO = Yielding AI Outcomes. A rigorous engineering, evaluation, governance, and portability system for reusable agent skills.

    PythonLicenza: MIT

    • agent-skills
    • ai-agents
    • evaluation
    • governance
    • meta-skill

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    Installa git clone https://github.com/yaojingang/yao-meta-skill ~/.claude/skills/yao-meta-skill

    2 577stelle GitHub+35 (+1.4 %)
12. 12

    databuff

    Agente

    AttivoUltimo commit 1 giorno fa · 2026-09-02

    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 ↗

    642stelle GitHub+32 (+5.2 %)
13. 13

    openstatus

    MCP

    AttivoUltimo commit oggi · 2026-09-02

    🫖 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 056stelle GitHub+31 (+0.34 %)
14. 14

    garak

    Altro

    AttivoUltimo commit 8 giorni fa · 2026-08-25

    the LLM vulnerability scanner

    PythonLicenza: Apache-2.0

    • ai
    • llm-evaluation
    • llm-security
    • security-scanners
    • vulnerability-assessment

    githubcreato 3 anni facrescita misurataApri fonte ↗

    9 079stelle GitHub+31 (+0.34 %)
15. 15

    cilium

    Altro

    AttivoUltimo commit oggi · 2026-09-03

    eBPF-based Networking, Security, and Observability

    GoLicenza: Apache-2.0

    • bpf
    • cncf
    • cni
    • containers
    • ebpf

    githubcreato 10 anni facrescita misurataApri fonte ↗

    25 047stelle GitHub+29 (+0.12 %)
16. 16

    agent-skill-creator

    Skill

    AttivoUltimo commit 2 giorni fa · 2026-09-01

    Build tested agent skills and govern their lifecycle through a user-defined marketplace: evidence, discovery, updates, rollback, quarantine, and 17-platform distribution.

    PythonLicenza: MIT

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

    githubcreato 10 mesi facrescita misurataApri fonte ↗

    Installa git clone https://github.com/FrancyJGLisboa/agent-skill-creator ~/.claude/skills/agent-skill-creator

    2 367stelle GitHub+28 (+1.2 %)
17. 17

    deslop-GPT

    Skill

    AttivoUltimo commit 6 giorni fa · 2026-08-27

    Deletion-first Agent Skill for removing test bloat, verification theater, and speculative fallbacks while preserving behavior.

    PythonLicenza: MIT

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

    githubcreato 10 giorni fanuovocrescita misurataApri fonte ↗

    Installa git clone https://github.com/MrZoyo/deslop-GPT ~/.claude/skills/deslop-GPT

    55stelle GitHub+27 (+96.4 %)
18. 18

    VeriRun

    Altro

    AttivoUltimo commit 1 giorno fa · 2026-09-02

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

    PythonLicenza: Apache-2.0

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

    githubcreato 43 giorni facrescita misurataApri fonte ↗

    140stelle GitHub+24 (+20.7 %)
19. 19

    agent-kernel

    Agente

    AttivoUltimo commit 2 giorni fa · 2026-09-01

    The Operating System for Scalable Enterprise AI Agents - Run, orchestrate, and deploy Compliant Enterprise AI Agents at scale across frameworks, without lock-in, rewrites or fragile glue code. Native support for MCP, A2A. Interface with all…

    PythonLicenza: Apache-2.0

    • a2a
    • adk
    • ai-agents
    • aws
    • azure

    githubcreato 13 mesi facrescita misurataApri fonte ↗

    156stelle GitHub+19 (+13.9 %)
20. 20

    craft-skills

    Skill

    AttivoUltimo commit 12 giorni fa · 2026-08-22

    Research-backed, eval-driven skills for AI agents

    PythonLicenza: Apache-2.0

    • agent-skills
    • ai-agents
    • codex
    • design
    • evals

    githubcreato 31 giorni facrescita misurataApri fonte ↗

    Installa git clone https://github.com/ZSeven-W/craft-skills ~/.claude/skills/craft-skills

    142stelle GitHub+18 (+14.5 %)
21. 21

    trpc-agent-go

    MCP

    AttivoUltimo commit 2 giorni fa · 2026-09-01

    A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.

    GoLicenza: Apache-2.0

    • a2a
    • a2a-protocol
    • ag-ui
    • agent
    • agent-framework

    githubcreato 15 mesi facrescita misurataApri fonte ↗

    1 759stelle GitHub+18 (+1.0 %)
22. 22

    fable-method

    Skill

    AttivoUltimo commit 50 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 58 giorni facrescita misurataApri fonte ↗

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

    2 272stelle GitHub+16 (+0.71 %)
23. 23

    agent-skills-eval

    Skill

    AttivoUltimo commit 29 giorni fa · 2026-08-05

    A test runner for agentskills.io-style AI agent skills

    TypeScriptLicenza: MIT

    • agent-evals
    • agent-skills
    • agentskills
    • ai-agents
    • cli

    githubcreato 4 mesi facrescita misurataApri fonte ↗

    Installa git clone https://github.com/darkrishabh/agent-skills-eval ~/.claude/skills/agent-skills-eval

    719stelle GitHub+13 (+1.8 %)
24. 24

    kubeshark

    Agente

    AttivoUltimo commit 2 giorni 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 068stelle GitHub+8 (+0.07 %)
25. 25

    kubesphere

    Skill

    AttivoUltimo commit 50 giorni fa · 2026-07-15

    The container platform tailored for Kubernetes multi-cloud, datacenter, and edge management ⎈ 🖥 ☁️

    Go

    • agent-skills
    • ai
    • cloud-native
    • cncf
    • devops

    githubcreato 8 anni facrescita misurataApri fonte ↗

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

    17 037stelle GitHub+8 (+0.05 %)