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Osservabilità LLM

Monitoraggio, tracce, valutazione e qualità delle applicazioni 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
SkillCorpus
Skill
AttivoUltimo commit 1 giorno fa · 2026-08-31
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 21 giorni fanuovocrescita misurataApri fonte ↗
Installa git clone https://github.com/EverMind-AI/SkillCorpus ~/.claude/skills/SkillCorpus
360stelle GitHub+168 (+87.5 %)
2
SkillEvaluator
Skill
AttivoUltimo commit 1 giorno fa · 2026-08-31
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
363stelle GitHub+58 (+19.0 %)
3
craft-skills
Skill
AttivoUltimo commit 10 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 29 giorni fanuovocrescita misurataApri fonte ↗
Installa git clone https://github.com/ZSeven-W/craft-skills ~/.claude/skills/craft-skills
138stelle GitHub+21 (+17.9 %)
4
deslop-GPT
Skill
AttivoUltimo commit 5 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 8 giorni fanuovocrescita misurataApri fonte ↗
Installa git clone https://github.com/MrZoyo/deslop-GPT ~/.claude/skills/deslop-GPT
38stelle GitHub+10 (+35.7 %)
5
promptfoo
Altro
AttivoUltimo commit oggi · 2026-09-01
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 710stelle GitHub+137 (+0.56 %)
6
mastra
Altro
AttivoUltimo commit oggi · 2026-09-01
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 601stelle GitHub+128 (+0.47 %)
7
openobserve
Altro
AttivoUltimo commit oggi · 2026-09-01
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 594stelle GitHub+119 (+0.55 %)
8
yao-meta-skill
Skill
AttivoUltimo commit 15 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 565stelle GitHub+58 (+2.3 %)
9
nudge
MCP
AttivoUltimo commit 11 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 47 giorni facrescita misurataApri fonte ↗
2stelle GitHub+1 (+100.0 %)
10
agent-stack
Skill
AttivoUltimo commit 1 giorno fa · 2026-08-31
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 26 giorni fanuovocrescita misurataApri fonte ↗
Installa git clone https://github.com/ssheleg/agent-stack ~/.claude/skills/agent-stack
2stelle GitHub+1 (+100.0 %)
11
agent-kernel
Agente
AttivoUltimo commit 4 giorni fa · 2026-08-28
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 ↗
146stelle GitHub+13 (+9.8 %)
12
mlflow
Agente
AttivoUltimo commit oggi · 2026-09-01
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 759stelle GitHub+78 (+0.28 %)
13
databuff
Agente
AttivoUltimo commit 1 giorno fa · 2026-08-31
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 ↗
627stelle GitHub+22 (+3.6 %)
14
netdata
Altro
AttivoUltimo commit oggi · 2026-09-01
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 382stelle GitHub+80 (+0.10 %)
15
prefect
Libreria
AttivoUltimo commit 1 giorno fa · 2026-08-31
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 741stelle GitHub+55 (+0.23 %)
16
garak
Altro
AttivoUltimo commit 7 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+46 (+0.51 %)
17
agent-skill-creator
Skill
AttivoUltimo commit 4 giorni fa · 2026-08-28
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 358stelle GitHub+29 (+1.2 %)
18
signoz
Altro
AttivoUltimo commit 1 giorno fa · 2026-08-31
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 983stelle GitHub+48 (+0.15 %)
19
vector
Altro
AttivoUltimo commit oggi · 2026-08-31
A high-performance observability data pipeline.
RustLicenza: MPL-2.0
- agent
- cloud-native
- data-transformation
- datadog
- etl
githubcreato 8 anni facrescita misurataApri fonte ↗
22 497stelle GitHub+41 (+0.18 %)
20
trpc-agent-go
MCP
AttivoUltimo commit 1 giorno fa · 2026-08-31
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 752stelle GitHub+22 (+1.3 %)
21
sample-agentcore-enterprise-platform
Agente
AttivoUltimo commit 4 giorni fa · 2026-08-28
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 21 giorni fanuovocrescita misurataApri fonte ↗
5stelle GitHub+1 (+25.0 %)
22
openstatus
MCP
AttivoUltimo commit 1 giorno fa · 2026-08-31
🫖 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 045stelle GitHub+28 (+0.31 %)
23
agent-skills-eval
Skill
AttivoUltimo commit 27 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 3 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/darkrishabh/agent-skills-eval ~/.claude/skills/agent-skills-eval
713stelle GitHub+12 (+1.7 %)
24
cilium
Altro
AttivoUltimo commit 1 giorno fa · 2026-08-31
eBPF-based Networking, Security, and Observability
GoLicenza: Apache-2.0
- bpf
- cncf
- cni
- containers
- ebpf
githubcreato 10 anni facrescita misurataApri fonte ↗
25 035stelle GitHub+26 (+0.10 %)
25
untell
Altro
AttivoUltimo commit 10 giorni fa · 2026-08-22
AI-detector auditing toolkit: measures how often a detector flags genuine human writing, how stable its verdict is across seeds, and whether that verdict survives meaning-preserving edits. Detector-in-the-loop measurement harness. Claude…
PythonLicenza: MIT
- ai-detection
- ai-detector
- benchmark
- claude-code
- claude-code-skill
githubcreato 2 mesi facrescita misurataApri fonte ↗
19stelle GitHub+2 (+11.8 %)

Osservabilità LLM

Utilizzo

Attività

Ordina per

Classifica degli strumenti

SkillCorpus

SkillEvaluator

craft-skills

deslop-GPT

promptfoo

mastra

openobserve

yao-meta-skill

nudge

agent-stack

agent-kernel

mlflow

databuff

netdata

prefect

garak

agent-skill-creator

signoz

vector

trpc-agent-go

sample-agentcore-enterprise-platform

openstatus

agent-skills-eval

cilium

untell