Le descrizioni degli strumenti sono in inglese.

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
io.github.spanlens/mcp-server
MCP
AttivoUltimo commit 10 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
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
Flawless
Altro
AttivoUltimo commit 20 giorni fa · 2026-08-14
AI SRE AgenticOps for Kubernetes and cloud infrastructure.
Python
- agenticops
- ai
- aiops
- aisre
- cloud
githubcreato 55 giorni facrescita misurataApri fonte ↗
782stelle GitHub+1 (+0.13 %)
4
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 %)
5
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 %)
6
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 %)
7
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 %)
8
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 %)
9
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 %)
10
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 %)
11
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 %)
12
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 %)
13
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 %)
14
databuff
Agente
AttivoUltimo commit oggi · 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 %)
15
VeriRun
Altro
AttivoUltimo commit oggi · 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 42 giorni facrescita misurataApri fonte ↗
140stelle GitHub+24 (+20.7 %)
16
agent-kernel
Agente
AttivoUltimo commit 1 giorno 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 %)
17
Agent-Reliability-and-Evaluation-Lab
MCP
AttivoUltimo commit 13 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
18
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
19
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 %)
20
dsh-plugins
Agente
AttivoUltimo commit 4 giorni fa · 2026-08-29
Generic DeepSeek Harness (dsh) plugins: A2A protocol server, session storage mirror, and Langfuse observability.
TypeScriptLicenza: MIT
- agent2agent
- ai-agents
- cordis
- deepseek-harness
- dsh
githubcreato 15 giorni fanuovocrescita misurataApri fonte ↗
1stelle GitHubstabile
21
nudge
MCP
AttivoUltimo commit 12 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 48 giorni facrescita misurataApri fonte ↗
2stelle GitHubstabile
22
agent-stack
Skill
AttivoUltimo commit 1 giorno fa · 2026-09-01
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 27 giorni fanuovocrescita misurataApri fonte ↗
Installa git clone https://github.com/ssheleg/agent-stack ~/.claude/skills/agent-stack
2stelle GitHub+1 (+100.0 %)
23
supervisor-skill-claude
Skill
AttivoUltimo commit 19 giorni fa · 2026-08-14
Multi-agent quality gate skill for Claude Code that researches, reviews, tests and challenges AI-generated work before the final answer.
- agentic-coding
- agentic-workflow
- ai-agent-skills
- ai-code-review
- ai-workflows
githubcreato 19 giorni fanuovocrescita misurataApri fonte ↗
Installa git clone https://github.com/ma-nucho-pro/supervisor-skill-claude ~/.claude/skills/supervisor-skill-claude
2stelle GitHubstabile
24
langfuse-docs
Skill
AttivoUltimo commit 1 giorno fa · 2026-09-02
🪢 Langfuse documentation -- Langfuse is the open source LLM Engineering Platform. Observability, evals, prompt management, playground and metrics to debug and improve LLM apps
MDXLicenza: MIT
- agent-skills
- agents
- genai
- hacktoberfest
- langfuse
githubcreato 3 anni facrescita misurataApri fonte ↗
Installa git clone https://github.com/langfuse/langfuse-docs ~/.claude/skills/langfuse-docs
239stelle GitHub+3 (+1.3 %)
25
boundary-bench
Agente
AttivoUltimo commit 7 giorni fa · 2026-08-26
Deterministic crash tests for agent control planes: paired worlds, hard stops, budgets, scopes, approvals, and hash-linked receipts.
TypeScriptLicenza: Apache-2.0
- a2a
- agent-evaluation
- ai-agents
- benchmark
- deterministic-replay
githubcreato 43 giorni facrescita misurataApri fonte ↗
1stelle GitHubstabile

Osservabilità LLM

Utilizzo

Attività

Ordina per

Classifica degli strumenti

io.github.spanlens/mcp-server

promptfoo

Flawless

mlflow

prefect

vector

openobserve

signoz

mastra

netdata

openstatus

cilium

kubeshark

databuff

VeriRun

agent-kernel

Agent-Reliability-and-Evaluation-Lab

multi-agent-credit-desk

aura

dsh-plugins

nudge

agent-stack

supervisor-skill-claude

langfuse-docs

boundary-bench