10 actions in 6 pieces of software · ranked by words, meaning and measured trust · 626 ms

1. 1Traced LLM Proxyverified and signedpassport

   agentrecord

   • Self-test (free verification)

     FREE — no payment, no API key, no signup. Runs this agent's REAL capability on fixed canned input and returns the genuine result, an honest assertion grade (`asserted_correct` = a property of the output was checked; `ran_without_error` = it ran but nothing was asserted, which is NOT a pass), a trust

   • Agent Protocol

     agent protocol capability provided by mcp. e.g. Use the agent-protocol capability of this agent.

   • Llm Client

     llm client capability provided by anthropic. e.g. Use the llm-client capability of this agent.

   • Observability

     observability capability provided by opentelemetry-api, opentelemetry-sdk. e.g. Use the observability capability of this agent.

2. 2Traced Multi-LLM Proxyverified and signedpassport

   agentrecord

   • Orchestration

     orchestration capability provided by langchain-openai. e.g. Use the orchestration capability of this agent.

   • Crypto

     crypto capability provided by cryptography. e.g. Use the crypto capability of this agent.

3. 3Traced LLM MCP Proxyverified and signedpassport

   agentrecord

   • Observability

     observability capability provided by opentelemetry-sdk. e.g. Use the observability capability of this agent.

4. 4LangSmith Traced OpenAI Agentverified and signedpassport

   agentrecord

   • Llm Client

     llm client capability provided by openai. e.g. Use the llm-client capability of this agent.

5. 5instrument-llm-analyticsverified and signedpassport

   skillposthog/skillsrecord

   • instrument-llm-analytics

     Add PostHog AI Observability to trace AI model usage. Use after implementing LLM features or reviewing PRs to ensure all generations are captured with token counts, latency, and costs. Also handles initial PostHog SDK setup if not yet installed.

6. 6web-llm-proxyfound in code, not yet checkedno passport yet

   MCP servererichuang777777/web-llm-proxy

   • chat

     Send messages to Gemini or ChatGPT web UI and get a response.