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LLM-Beobachtbarkeit

Monitoring, Traces, Bewertung und Qualität von LLM-Anwendungen.

Anwendungsfall

Aktivität

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118

Werkzeug-Rangliste

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. Rohwerte behalten ihr eigenes Zeitfenster; eine Änderung erfordert mindestens zwei Messungen in 7 Tagen.

  1. 1

    Agent
    Aktiv

    Generic DeepSeek Harness (dsh) plugins: A2A protocol server, session storage mirror, and Langfuse observability.

    TypeScriptLizenz: MIT
    • agent2agent
    • ai-agents
    • cordis
    • deepseek-harness
    • dsh

    githubgemessenes WachstumQuelle öffnen ↗

    1GitHub-Sternestabil
  2. 2

    Agent
    Aktiv

    Deterministic crash tests for agent control planes: paired worlds, hard stops, budgets, scopes, approvals, and hash-linked receipts.

    TypeScriptLizenz: Apache-2.0
    • a2a
    • agent-evaluation
    • ai-agents
    • benchmark
    • deterministic-replay

    githubgemessenes WachstumQuelle öffnen ↗

    1GitHub-Sternestabil
  3. 3

    Skill
    Aktiv

    Skill instalable para Claude Code que mide si tu agente cumple las reglas establecidas. Lee el historial de sesiones de tu disco y devuelve un porcentaje por regla de cumplimiento. Sin instalar nada, sin red, biblioteca estándar.

    PythonLizenz: MIT
    • ai-evaluation
    • claude
    • claude-code
    • claude-code-plugin
    • claude-code-skill

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren /plugin marketplace add jleonceo/skill-adherencia-reglas

    1GitHub-Sternestabil
  4. 4

    Agent
    Aktiv

    Agent 降智检测与自愈公评网络 — an immune system for the AI agent society

    TypeScriptLizenz: MIT
    • a2a
    • agent
    • agent-guard
    • ai-sre
    • drift-detection

    githubgemessenes WachstumQuelle öffnen ↗

    1GitHub-Sternestabil
  5. 5

    Sonstige
    Aktiv

    Terminal-first validation harness for reviewing PRDs, RFCs, strategy docs, and experiment plans.

    TypeScript
    • ai-agents
    • claude-code
    • claude-code-skills
    • cli
    • evals

    githubgemessenes WachstumQuelle öffnen ↗

    1GitHub-Sternestabil
  6. 6

    Agent
    Aktiv

    A local A2A event and continuity service for agent applications, with structured history, provenance-safe transcripts, literal search, and natural-language queries.

    PythonLizenz: BSD-2-Clause
    • a2a
    • agent-memory
    • ai-agents
    • event-sourcing
    • fastapi

    githubgemessenes WachstumQuelle öffnen ↗

    1GitHub-Sternestabil
  7. 7

    Skill
    Aktiv

    Run many AIs on one board and keep control of all of it. Deterministic code decides who acts — never a model. A privacy floor keeps sensitive work on your machine, your own tests decide what counts as done, and every action lands on a…

    • a2a
    • agent-orchestration
    • agent-skills
    • ai-agents
    • ai-governance

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren git clone https://github.com/sandhusukhdeep2/sc-prism-releases ~/.claude/skills/sc-prism-releases

    1GitHub-Sternestabil
  8. 8

    Skill
    Aktiv

    Glanceable Claude Code and Codex state in your terminal tabs: white=idle, blue=working, orange=waiting. Multi-terminal (iTerm2, WezTerm, AI Power Term), a live status bar with Anthropic usage limits, /sfl and /nil window save-and-restore,…

    ShellLizenz: MIT
    • ai-workflow-observability
    • claude-code
    • claude-code-hooks
    • claude-code-skill
    • claude-code-skills

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren git clone https://github.com/wasulajr/headsup ~/.claude/skills/headsup

    1GitHub-Sternestabil
  9. 9

    Sonstige
    Aktiv

    🔑 HomeStream · 家园·流 — 零成本自托管多Agent协作框架，通往AI世界的那把钥匙 | Zero-cost self-hosted multi-agent framework — The key to AI world

    PythonLizenz: MIT
    • a2a-protocol
    • agent-framework
    • ai
    • causal-memory
    • event-stream

    githubgemessenes WachstumQuelle öffnen ↗

    0GitHub-Sternestabil
  10. 10

    MCP
    Aktiv

    Governed local-LLM observability: model policy, prompt scanner, capture proxy, 21 tools.

    PythonLizenz: MIT

      mcpgemessenes WachstumQuelle öffnen ↗

      Installieren claude mcp add ai-guardian -- uvx ai-guardian-aiops

      0GitHub-Sternestabil
    • 11

      Agent
      Ruhend

      Contract-based testing for LLM agents: hybrid evaluation, multi-agent + A2A, deterministic replay.

      PythonLizenz: MIT
      • a2a
      • agents
      • contracts
      • evaluation
      • llm

      githubgemessenes WachstumQuelle öffnen ↗

      0GitHub-Sternestabil
    • 12

      Agent
      Ruhend

      OpenTelemetry semantic conventions and instrumentation for agent provenance, derivation lineage, and acceptance criteria evaluation. Fills the Microsoft AI stack observability gap.

      Python
      • a2a-protocol
      • agentic-ai
      • ai-agents
      • observability
      • opentelemetry

      githubgemessenes WachstumQuelle öffnen ↗

      0GitHub-Sternestabil
    • 13

      MCP
      Aktiv

      AgentGateway — independent third-party profile of a public API surface, by API Evangelist. AgentGateway is an open-source, AI-native proxy and gateway for routing, observing, and governing traffic to and from AI agents, LLM providers, and…

      • agent-to-agent
      • ai-gateway
      • api-gateway
      • apis-json
      • cncf

      githubgemessenes WachstumQuelle öffnen ↗

      0GitHub-Sternestabil
    • 14

      Agent
      Aktiv

      Local-first control plane for durable, governed agent teams: DAG orchestration, approvals, memory, signed skills, trace contracts, and realtime.

      PythonLizenz: Apache-2.0
      • a2a-protocol
      • agentic-ai
      • ai-agents
      • fastapi
      • llmops

      githubgemessenes WachstumQuelle öffnen ↗

      0GitHub-Sternestabil
    • 15

      MCP
      Aktiv

      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

      githubgemessenes WachstumQuelle öffnen ↗

      0GitHub-Sternestabil
    • 16

      Agent
      Aktiv

      面向长程研发任务的 Java Agent Harness，支持 A2A 跨语言协作、可恢复执行、上下文工程与 Eval 驱动开发。

      JavaLizenz: Apache-2.0
      • a2a
      • agentic-ai
      • ai-agents
      • developer-tools
      • evals

      githubgemessenes WachstumQuelle öffnen ↗

      0GitHub-Sternestabil
    • 17

      Agent
      Ruhend

      A Python proof-of-concept for tracing multi-turn Agent-to-Agent (A2A) conversations as a single unified MLflow trace for LLM observability and evaluation.

      Python
      • a2a
      • agent-to-agent
      • ai-agents
      • conversational-ai
      • llm-evaluation

      githubgemessenes WachstumQuelle öffnen ↗

      0GitHub-Sternestabil

    Lern- und Referenzressourcen

    Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. Diese Ressourcen bleiben getrennt zugänglich und fließen nicht in die Hauptwertung ein.

    1. 1

      production-ai-engineering

      Agent
      AktivQuelle öffnen ↗

      Handbook técnico aberto sobre engenharia de IA em produção: ML tradicional, LLMs, RAG, agentes, segurança, observabilidade, FinOps e deployment.

      Markdown
      • a2a-protocol
      • agentic-ai
      • ai
      • ai-agents
      • ai-engineering
      githubRessourcegemessenes Wachstum
      1GitHub-Sternestabil