io.github.alanzha2/observe-instrument-mcp
Add OpenTelemetry tracing to Python AI agents. Supports LangGraph, LlamaIndex, CrewAI, OpenAI SDK.
Verdict not yet evaluated for this tool. The semantic screen takes adversarial cases first; coverage rolls out as the corpus expands (15/150 labels to graduation). The deterministic conformance probe is built but has not yet run on the public corpus, so a recorded verdict here is REVIEW or UNVERIFIED, never a clearing ALLOW. Until a verdict is recorded, an agent should treat this tool as not-yet-cleared and fall back to its own checks. Method: the eval, four-state verdict, honest limits.
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ANTHROPIC_API_KEYAPI key for Anthropic Claude (default LLM provider)
LLM_MODELLLM model to use (default: claude-sonnet-4-6). Supports Anthropic, OpenAI, Gemini, Groq, Ollama via LiteLLM.
OPENAI_API_KEYAPI key for OpenAI models
GEMINI_API_KEYAPI key for Google Gemini models
GROQ_API_KEYAPI key for Groq models
Focused MCP server for OpenAI image/audio generation (v2.0.0). Wraps endpoints via HAPI CLI.
Public MCP server for the LLM Search Engine
Audit your brand's visibility across ChatGPT, Gemini, Claude, Perplexity + 6 more engines.