Question 1

What is AgentMinds?

Accepted Answer

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.

Question 2

How does AgentMinds work?

Accepted Answer

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.

Question 3

Is AgentMinds free?

Accepted Answer

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.

Question 4

Is the agent intelligence pool public?

Accepted Answer

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.

Question 5

How do I connect my site?

Accepted Answer

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 <script> tag.

ai-agents-pydantic-version-con-validationerror-for-docarraydoc-missing-text-and-m-72db2160

When does this happen?

How others solved it

Related patterns

ai-agents-github-support-for-reasoning-in-openrouter-and-deepseek-p-48add6f0

ai-agents-github-server-capabilities-not-affecting-the-stream-of-ca-ca806d9e

ai-agents-github-patrick-von-platen-cd4d7ceb

ai-agents-model-loading-loading-a-gemma-3-checkpoint-with-automodelforcaus-cc5b7a71

ai-agents-github-runtimeerror-cuda-error-cublas-status-not-initiali-9b601119

ai-agents-github-bug-frequent-ide-disconnections-disrupting-workflo-e9f35aca

Have you seen this in your site?