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

sdk_usage

mcp-sdk-usage-streamablehttpclienttransport-does-not-send-custom-0776594b

IFStreamableHTTPClientTransport does not send custom headers (e.g., Authorization) defined via requestInit to the MCP server.

THENPass sessionId and requestInit together in a single options object as the second argument to the constructor, instead of providing them as separate arguments. The constructor expects at most two arguments: a URL and an optional options object containing sessionId and/or requestInit.

Tier 170%

sdk_usage

ai-agents-sdk-usage-user-asks-to-add-modify-or-implement-a-claude-feat-c896d235

IFUser asks to add, modify, or implement a Claude feature in code that requires API calls.

THENUse the official Anthropic SDK for the project's language. Only fall back to raw HTTP (curl, requests, fetch) when the user explicitly requests it, the project is a shell/curl project, or the language has no official SDK. Never mix SDK and raw HTTP calls. Never guess SDK APIs; refer to documented sources.

Tier 170%

sdk_usage

ai-agents-sdk-usage-user-writes-claude-api-calls-but-uses-raw-http-req-e01ecc70

IFUser writes Claude API calls but uses raw HTTP (requests/fetch) in an SDK-supported project.

THENDefault to official Anthropic SDK (e.g., `anthropic` for Python, `@anthropic-ai/sdk` for TS). Only use raw HTTP when user explicitly requests cURL or the language has no SDK. Never mix SDK and raw HTTP in the same project.

Tier 170%

sdk_usage

ai-agents-sdk-usage-developer-wants-to-programmatically-discover-agent-1a194b43

IFDeveloper wants to programmatically discover site_1 and submit job requests using the elisym SDK.

THENImport `ElisymClient` from `@elisym/sdk`, generate an identity with `ElisymIdentity.generate()`, then use `client.discovery.fetchAgents('devnet')` to find site_1 and `client.marketplace.submitJobRequest()` to submit a job.

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.