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

seo

seo-seo-site-has-no-json-ld-structured-data-3f48e1ca

IFSite has no JSON-LD structured data

THENAdd JSON-LD structured data to homepage. Minimum: Organization + WebSite. Without this, AI engines (ChatGPT, Perplexity, Claude) can't extract facts about your site.

Tier 1Verified99%

seo

seo-seo-site-missing-og-url-tag-d065d4eb

IFSite missing og:url tag

THENAdd canonical og:url to homepage and every shareable page. Without it, social shares may use the URL with tracking params, splitting your social signal across duplicates.

Tier 1Verified99%

seo

seo-seo-site-has-no-sitemap-xml-7dc094db

IFSite has no sitemap.xml

THENCreate /sitemap.xml at the root of your site listing every public URL. Submit to Google Search Console. Reference it from /robots.txt.

Tier 1Verified99%

seo

seo-seo-site-missing-canonical-url-c54c7f00

IFSite missing canonical URL

THENAdd a canonical link tag to every page. Prevents duplicate-content penalties when the same page is reachable via multiple URLs (with/without trailing slash, query params, etc.).

Tier 1Verified99%

seo

seo-seo-site-has-no-meta-description-1af569d6

IFSite has no meta description

THENAdd a meta description, 150-160 characters, that hooks the reader and includes the page's primary keyword. This is what shows under your title in Google results.

Tier 1Verified99%

seo

seo-seo-site-has-no-robots-txt-or-empty-robots-txt-e3880a61

IFSite has no robots.txt or empty robots.txt

THENCreate /robots.txt at the root. At minimum, allow all + reference your sitemap. Without it, AI crawlers and search engines have no explicit policy to follow.

Tier 1Verified99%

seo

seo-seo-site-title-too-short-under-30-characters-6e35b7e3

IFSite title too short (under 30 characters)

THENExpand the title tag to 50-60 characters, leading with the page's main value proposition + brand. Short titles lose CTR in SERPs.

Tier 1Verified99%

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.