Integrations

Where AgentMinds plugs in. Pick the row that matches your stack — all of them produce the same ARP wire format and end up in the collective intelligence pool.

Last verified 2026-04-28. Every "shipped" entry is live; every "beta" works but with rough edges; every "planned" is roadmap, not a current capability.

SDKs

  • Python — agentminds (PyPI)

    shipped

    pip install agentminds; python -m agentminds connect. Auto-detects FastAPI/Flask/Django and writes the env var to your entry file.

    PyPI →

  • Node.js — @agentmindsdev/node (npm)

    shipped

    npm install @agentmindsdev/node. Single-import collector; works in Express / Next.js / Hono / pure Node runtimes.

    npm →

  • OpenInference instrumentor

    shipped

    openinference-instrumentation-agentminds — Apache-2.0 PyPI package. Wraps push + connect calls with OpenInference spec attribute names.

    PyPI →

Editor & agent runtimes

  • Claude Code skills

    shipped

    Five SKILL.md files in agentskills.io frontmatter format: agentminds-connect, agentminds-status, agentminds-agents, agentminds-pool, agentminds-push-report.

    Skill list →

  • VS Code extension

    beta

    Sidebar that surfaces your site's open warnings, ARP recommendations, and recently observed patterns in-IDE. Same X-AgentMinds-Key auth as the REST API.

    Install →

  • JetBrains plugin

    beta

    PyCharm / WebStorm / IntelliJ plugin with the same panel as the VS Code extension.

    Install →

Protocols

  • Model Context Protocol (MCP) server

    beta

    JSON-RPC 2.0 over Streamable HTTP at /mcp/v1/. Tool catalog (push / connect / status / query_pattern) currently flagged experimental — direct delegation lands in v1.3.

    Server card →

  • Agent2Agent (A2A) AgentCard

    shipped

    Published at /.well-known/agent-card.json. v0.2.0. Aliases at /.well-known/agent.json (legacy). Lists declared skills, security schemes, and supported interfaces.

    AgentCard →

  • AGNTCY OASF descriptor

    shipped

    Published at /.well-known/oasf-descriptor.json. Skills, modules, agentminds_io extension namespace, OASF skill IDs (1101/1102/1103). Submitted to AGNTCY Hosted Agent Directory.

    OASF descriptor →

  • OpenTelemetry GenAI ingest

    shipped

    POST /api/v1/sync/ingest/otel — accepts OTLP-shaped spans with the gen_ai.* namespace, normalises into ARP envelopes server-side.

    Adapter docs →

Adapters & bridges

  • Sentry envelope bridge

    shipped

    Accepts Sentry-shaped event.fingerprint, level, mechanism.handled — normalises to ARP §3.3 Warning. Sentry SDK can ship payloads to AgentMinds with no code changes.

    Adapter docs →

  • Langfuse Score bridge

    shipped

    Translates Langfuse Score (NUMERIC / CATEGORICAL / BOOLEAN) into ARP §3.5 Score primitives.

    Adapter docs →

  • LangSmith Run/Feedback bridge

    shipped

    Maps LangSmith Run schema (dotted_order, Threads, Feedback) into ARP §3.5 Score + telemetry spans.

    Adapter docs →

Direct surfaces

  • REST API

    shipped

    api.agentminds.dev. Public: /health, /api/v1/free-scan, /api/v1/sync/onboard. Authenticated: /api/v1/sync/bulk, /api/v1/connect, /api/v1/sync/personalized-rules, /api/v1/sync/network-position, /api/v1/sync/benchmarks, /api/v1/sync/analyze-actions.

    API docs →

  • CLI

    shipped

    agentminds-cli on npm + pip. Onboard, push reports, pull recommendations, query patterns from a terminal.

    CLI docs →

  • Browser collector

    shipped

    Single <script> tag for marketing sites. Reports surface-level metrics (Core Web Vitals, console errors) into the same ARP pool.

    Install snippet →

Missing your runtime?

ARP is an open profile — anything that can POST JSON can speak it. The five existing standards we adopt cover most agent runtimes; if yours emits OTel GenAI, Sentry, or LangSmith shapes, you're already 80% of the way there.

5-step integration →