ツールの説明は英語です。
LLM可観測性
LLMアプリの監視、トレース、評価、品質管理。
用途
アクティビティ
並び順
117
ツールランキング
情報源間で正規化した測定済み成長順です。 各値は情報源固有の期間を使用し、変化の算出には7日間で2回以上の測定が必要です。
- 1活動中
mlflow
エージェント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…
github測定済み成長情報源を開く ↗
27 783GitHubスター+82 (+0.30 %) - 2活動中
prefect
ライブラリPrefect is a workflow orchestration framework for building resilient data pipelines in Python.
github測定済み成長情報源を開く ↗
23 766GitHubスター+66 (+0.28 %) - 322 509GitHubスター+40 (+0.18 %)
- 4活動中
signoz
その他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…
github測定済み成長情報源を開く ↗
32 003GitHubスター+50 (+0.16 %) - 5活動中
superlog
その他Open-source observability tool that uses AI agents to self-heal your software
github測定済み成長情報源を開く ↗
1 404GitHubスター+2 (+0.14 %) - 6782GitHubスター+1 (+0.13 %)
- 725 047GitHubスター+29 (+0.12 %)
- 8活動中
SkillForge
スキル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.
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/tripleyak/SkillForge ~/.claude/skills/SkillForge884GitHubスター+1 (+0.11 %) - 9活動中
netdata
その他The fastest path to AI-powered full stack observability, even for lean teams.
github測定済み成長情報源を開く ↗
80 412GitHubスター+85 (+0.11 %) - 10活動中
kubeshark
エージェント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.
github測定済み成長情報源を開く ↗
12 068GitHubスター+8 (+0.07 %) - 11活動中
kubesphere
スキルThe container platform tailored for Kubernetes multi-cloud, datacenter, and edge management ⎈ 🖥 ☁️
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/kubesphere/kubesphere ~/.claude/skills/kubesphere17 037GitHubスター+8 (+0.05 %) - 12活動中
langfuse-mcp
MCPA Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability
github測定済み成長情報源を開く ↗
105GitHubスター安定 - 13休止中
anti-lie
スキル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.
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/lc198707/anti-lie ~/.claude/skills/anti-lie89GitHubスター安定 - 14活動中
MCP server for Langfuse LLM observability — trace and observation analysis.
mcp測定済み成長情報源を開く ↗
インストール
claude mcp add langfuse -- npx langfuse-observability-mcp-server78GitHubスター安定 - 15活動中
AgentX python SDK. Build multi-agent AI workforce. Run evaluation. Trace your agent. Full Observability.
github測定済み成長情報源を開く ↗
68GitHubスター安定 - 16活動中
🟪 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.
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/Idun-Group/idun-agent-platform ~/.claude/skills/idun-agent-platform198GitHubスター-1 (-0.50 %) - 17活動中
aura
MCPAURA 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.
github測定済み成長情報源を開く ↗
254GitHubスター-3 (-1.2 %) - 18活動中
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.
github測定済み成長情報源を開く ↗
131GitHubスター-4 (-3.0 %) - 19活動中
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…
github測定済み成長情報源を開く ↗
129GitHubスター-4 (-3.0 %) - 20活動中
Open benchmark for Claude Code SEO skills — real headless execution against fixture sites with planted-defect answer keys. Deterministic scoring, pre-registered rubric.
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/aleclindz/seo-skill-bench ~/.claude/skills/seo-skill-bench51GitHubスター-5 (-8.9 %) - 21活動中
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…
github測定済み成長情報源を開く ↗
3GitHubスター安定 - 22休止中
forge-skills
スキルAn assembly line for AI software development. 35 skills, 11 agent personas, 29 commands. From raw idea to shipped code.
github測定済み成長情報源を開く ↗
インストール
/plugin marketplace add aneja5/forge-skills3GitHubスター安定 - 23活動中
Architecture-first Python scaffold for an auditable multi-agent corporate credit desk using A2A, MCP, deterministic credit policies, model routing, and OpenTelemetry.
github測定済み成長情報源を開く ↗
0GitHubスター安定 - 24活動中
sre-on-call
エージェント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.
github測定済み成長情報源を開く ↗
3GitHubスター安定
学習・参考リソース
情報源間で正規化した測定済み成長順です。 これらは個別に参照でき、主要ランキングには含まれません。
- 1活動中情報源を開く ↗
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.
githubリソース測定済み成長77GitHubスター安定