Le descrizioni degli strumenti sono in inglese.

Osservabilità LLM

Monitoraggio, tracce, valutazione e qualità delle applicazioni LLM.

122

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
rocketplaneIO
Altro
AttivoUltimo commit 36 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 59 giorni facrescita misurataApri fonte ↗
131stelle GitHub-4 (-3.0 %)
13
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 %)
14
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 %)
15
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 %)
16
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 %)
17
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 %)
18
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 %)
19
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
20
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
21
multi-agent-credit-desk
MCP
AttivoUltimo commit 25 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
22
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
23
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 %)
24
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
25
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 49 giorni facrescita misurataApri fonte ↗
2stelle 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

rocketplaneIO

cilium

kubeshark

databuff

VeriRun

fable-method

agent-kernel

Agent-Reliability-and-Evaluation-Lab

forge-skills

multi-agent-credit-desk

sre-on-call

aura

dsh-plugins

nudge