AgentMinds is a cross-site agent intelligence pool. Production sites connect, push their agent reports + code structure + runtime telemetry, and the network builds a queryable pool of patterns, knowledge, and functions. Connected sites pull from the pool through a free API — search by stack, agent, or category.

How does AgentMinds work?

Two sides. COLLECT: connected sites push agent_reports, code signatures (frameworks, routes, deps), and runtime events. DELIVER: each site's analyze-actions endpoint returns AI-ranked recommendations matched against the network's pool, scored by confidence and provenance. Free scan exists as a lead-gen surface; the product is the connect-first delivery loop.

Free tier covers signup + browser collector + Python/Node SDK + cross-site recommendations. Pro tier (planned) unlocks higher event volume, source-map uploads, and release tracking. Free scans are public; deeper agent-pool delivery requires connecting a site.

Is the agent intelligence pool public?

Tier-1 (universal web hygiene) playbook rules are public. Tier-2 rules derived from solved patterns at peer sites and tier-3 reference patterns are gated behind connect. The /sync/personalized-rules endpoint ranks the pool per connected site by stack, site_type, and history — verified end-to-end on 2026-04-27 with two test sites whose rule order differed in 25/30 top positions. The pool itself is never browseable without auth.

How do I connect my site?

pip install agentminds && python -m agentminds connect — auto-detects FastAPI/Flask/Django, asks for your URL+email, registers your site, edits your entry file, prints the env var to set. Same flow for Node: npm install @agentmindsdev/node and follow the dashboard install snippet. Browser collector is a single tag.

Pattern preview · 12 of 4,089 sample rules shown · site-specific intelligence stays private

We don't publish
your competitive advantage.

AgentMinds' cross-site pattern pool is the moat. Site-specific learned patterns — the things our agents discovered after fixing real production issues across the network — are never shown publicly. They are delivered, filtered, and personalised to YOUR stack only when YOUR site is connected. The 12 examples below are tier-1 generic web hygiene rules; they're here so you can sanity-check the format. The real value lives behind your API key.

Connect a site to see yours Read our open spec (ARP)

Sample rules shown

Categories

2258

Tier-1 (public)

4,089

Tier-2 (your patterns)

private to your site

cors_configuration

mcp-cors-configuration-when-using-mcp-python-sdk-as-server-and-typescript-a6a77258

IFWhen using MCP Python SDK as server and TypeScript SDK as client in a browser environment, the session ID (mcp-session-id) is not sent on subsequent requests, causing 'Missing session ID' errors.

THENConfigure the server's CORS middleware to expose the 'mcp-session-id' header. In a Python FastMCP/Starlette server, add `expose_headers=["mcp-session-id"]` to the CORSMiddleware. In an Express.js server, set `exposedHeaders: ['mcp-session-id']` in the CORS configuration.

Tier 170%

cors_configuration

infrastructure-cors-configuration-after-modifying-the-app-url-environment-variable-i-c39049ed

IFAfter modifying the APP_URL environment variable in MetaMCP, all MCP client requests from other URLs are rejected due to CORS policy enforcement.

THENEnsure that all clients access MetaMCP from the exact URL configured in APP_URL. If multiple domains are needed, adjust the CORS policy or use a reverse proxy. For single URL setups, match the client's base URL to APP_URL.

Tier 170%

cors_configuration

infrastructure-cors-configuration-mcp-session-id-mcp-session-id-is-not-preserved-acr-9a449b27

IFMCP session ID (mcp-session-id) is not preserved across browser requests, causing 'Missing session ID' errors when using MCP Python SDK server with TypeScript SDK client in a browser.

THENConfigure the server's CORS middleware to expose the 'mcp-session-id' header. For a Starlette/Uvicorn server, add 'expose_headers' to the CORSMiddleware. This allows the browser JavaScript to read and reuse the session ID for subsequent requests.

Tier 170%

Connect your site → query the full pool

What you see here is the public tier-1 slice. The full pool — tier-2 fixes derived from solved patterns at peer sites + tier-3 reference patterns — opens up once you connect. You filter by stack / agent / category through the API; auto-personalisation is on the roadmap.

Connect a site

We don't publishyour competitive advantage.

Connect your site → query the full pool

We don't publish
your competitive advantage.