Le descrizioni degli strumenti sono in inglese.

Osservabilità LLM

Monitoraggio, tracce, valutazione e qualità delle applicazioni LLM.

117

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
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 %)
2
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 %)
3
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 %)
4
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 %)
5
superlog
Altro
AttivoUltimo commit 4 giorni fa · 2026-08-30
Open-source observability tool that uses AI agents to self-heal your software
TypeScriptLicenza: Apache-2.0
- ai
- llm
- memory
- observability
- opentelemetry
githubcreato 3 mesi facrescita misurataApri fonte ↗
1 404stelle GitHub+2 (+0.14 %)
6
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 %)
7
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 %)
8
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+1 (+0.11 %)
9
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 %)
10
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 068stelle GitHub+8 (+0.07 %)
11
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 %)
12
langfuse-mcp
MCP
AttivoUltimo commit 7 giorni fa · 2026-08-26
A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability
PythonLicenza: MIT
- agent-skills
- ai-agents
- claude-code
- codex
- developer-tools
githubcreato 17 mesi facrescita misurataApri fonte ↗
105stelle GitHubstabile
13
anti-lie
Skill
DormienteUltimo commit 3 mesi fa · 2026-05-10
Don't make LLMs honest. Make every factual claim auditable. — An LLM Claim Auditing Layer with T1-T7 truth gradients. 98.1% business effectiveness on LiarBench v0.2.
Python
- agent-skills
- ai-safety
- anti-lie
- audit
- factuality
githubcreato 3 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/lc198707/anti-lie ~/.claude/skills/anti-lie
89stelle GitHubstabile
14
com.pulsemcp/langfuse
MCP
AttivoUltimo commit 38 giorni fa · 2026-07-26
MCP server for Langfuse LLM observability — trace and observation analysis.
TypeScriptLicenza: MIT
mcpcreato 15 mesi facrescita misurataApri fonte ↗
Installa claude mcp add langfuse -- npx langfuse-observability-mcp-server
78stelle GitHubstabile
15
AgentX-Python
Altro
AttivoUltimo commit 2 giorni fa · 2026-09-01
AgentX python SDK. Build multi-agent AI workforce. Run evaluation. Trace your agent. Full Observability.
PythonLicenza: Apache-2.0
- a2a
- agent
- agent-monitoring
- evaluation
- mcp
githubcreato 2 anni facrescita misurataApri fonte ↗
68stelle GitHubstabile
16
idun-agent-platform
Skill
AttivoUltimo commit 27 giorni fa · 2026-08-06
🟪 Open-source runtime that ships any LangGraph or Google ADK agent as a production-ready FastAPI service. Bundled , AG-UI copilotkit API, chat UI, 15+ guardrails, MCP, OpenTelemetry, OIDC. One pip install. Self-hosted, no vendor lock-in.
PythonLicenza: GPL-3.0
- a2a-protocol
- ag-ui-protocol
- agent-platform
- agentic-ai
- agents
githubcreato 15 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/Idun-Group/idun-agent-platform ~/.claude/skills/idun-agent-platform
198stelle GitHub-1 (-0.50 %)
17
aura
MCP
AttivoUltimo commit 1 giorno fa · 2026-09-02
AURA is a production-tested SRE agent platform you can deploy in minutes. AURA handles the guardrails, APIs, state management, streaming, and failure handling required to put AI to work safely on production infrastructure.
RustLicenza: Apache-2.0
- a2a
- ai-agent-framework
- ai-agents
- ai-sre
- aiops
githubcreato 6 mesi facrescita misurataApri fonte ↗
254stelle GitHub-3 (-1.2 %)
18
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-4 (-3.0 %)
19
suede-creator-skills
MCP
AttivoUltimo commit 1 giorno fa · 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-4 (-3.0 %)
20
seo-skill-bench
Skill
AttivoUltimo commit 12 giorni fa · 2026-08-21
Open benchmark for Claude Code SEO skills — real headless execution against fixture sites with planted-defect answer keys. Deterministic scoring, pre-registered rubric.
JavaScriptLicenza: MIT
- aeo
- agent-skills
- ai
- ai-seo
- benchmark
githubcreato 2 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/aleclindz/seo-skill-bench ~/.claude/skills/seo-skill-bench
51stelle GitHub-5 (-8.9 %)
21
Agent-Reliability-and-Evaluation-Lab
MCP
AttivoUltimo commit 12 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 15 giorni fanuovocrescita misurataApri fonte ↗
3stelle GitHubstabile
22
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
23
multi-agent-credit-desk
MCP
AttivoUltimo commit 24 giorni fa · 2026-08-09
Architecture-first Python scaffold for an auditable multi-agent corporate credit desk using A2A, MCP, deterministic credit policies, model routing, and OpenTelemetry.
Python
- a2a-protocol
- agentic-ai
- auditability
- clean-architecture
- credit-risk
githubcreato 49 giorni facrescita misurataApri fonte ↗
0stelle GitHubstabile
24
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

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
awesome-agentic-devops
MCP
AttivoUltimo commit 1 giorno fa · 2026-09-01Apri fonte ↗
Curated + scored map of official MCP servers and agents for DevOps, Cloud, SRE, and Platform Engineering — every entry rated on production access, approval gates, and audit evidence.
PythonLicenza: MIT
- agent-skills
- agentic-ai
- agentic-devops
- ai-agents
- awesome
githubattivo 1 giorno facreato 2 mesi faRisorsacrescita misurata
77stelle GitHubstabile

Osservabilità LLM

Utilizzo

Attività

Ordina per

Classifica degli strumenti

mlflow

prefect

vector

signoz

superlog

Flawless

cilium

SkillForge

netdata

kubeshark

kubesphere

langfuse-mcp

anti-lie

com.pulsemcp/langfuse

AgentX-Python

idun-agent-platform

aura

rocketplaneIO

suede-creator-skills

seo-skill-bench

Agent-Reliability-and-Evaluation-Lab

forge-skills

multi-agent-credit-desk

sre-on-call

Risorse didattiche e di riferimento

awesome-agentic-devops