Your team's decisions, captured automatically.

Team Intel extracts decisions, heuristics, playbooks, and checklists from your Claude Code sessions — as a side-effect of normal work. No manual documentation required.

MCP Server
Hybrid Search
Knowledge Graph
LLM-Agnostic

Three steps. Zero friction.

Knowledge capture that stays out of your way.

01
>_

Work Normally

Write code, debug, review PRs. Team Intel's capture hook runs in the background — less than 10ms overhead per tool call.

< 10ms overhead
02

Automatic Extraction

When your session ends, an LLM extracts structured knowledge: decisions you made, heuristics you discovered, playbooks you followed.

03

Instant Retrieval

Hybrid search (semantic + keyword + Reciprocal Rank Fusion) surfaces the right knowledge when you need it. Fresh results, not stale docs.

13 MCP Tools. Zero Overhead.

A complete knowledge management toolkit that integrates directly into your coding workflow.

team-intel — MCP tools
search_knowledgeHybrid semantic + keyword search
save_insightCapture decisions, heuristics, playbooks
ask_knowledgeNatural language Q&A with citations
get_contextRelevant knowledge for current file
link_knowledgeMap relationships between artifacts
browse_by_projectDiscover knowledge by project
digest_filesIngest markdown docs into the graph
...and 6 more

Hybrid Search

Semantic embeddings + BM25 keyword search fused with Reciprocal Rank Fusion. Get the best of both worlds — meaning and precision.

Knowledge Graph

NetworkX-powered graph maps relationships between decisions, people, and projects. Discover connections you didn't know existed.

Freshness Scoring

Artifacts decay over time, boosted by access patterns. Results are always relevant, never stale. The knowledge base curates itself.

LLM-Agnostic

Works with Ollama (free, local), Claude API, or deferred extraction. Your choice of model, your data stays where you want it.

Explore a Knowledge Graph

This is a real knowledge graph generated from development sessions. Drag nodes, explore connections.

Decisions
Heuristics
Playbooks
Checklists

Stop losing what your team knows.

Knowledge should outlive Slack threads and quit notices.

Bus Factor

Know who knows what. Identify expertise gaps before they become crises. Every decision is linked to its author and context.

Onboarding

New team members search the knowledge base instead of interrupting seniors. Ramp-up time drops from weeks to days.

Institutional Memory

Decisions outlive the people who made them. Context is never lost. "Why did we choose Postgres?" is always one search away.

Simple, transparent pricing.

Start free. Upgrade when your team grows.

Free (MCP)
$0
forever
Personal knowledge capture, local storage, Ollama extraction.
  • 13 MCP tools
  • Hybrid search
  • Local SQLite + ChromaDB
  • Ollama extraction
  • Claude Code integration
Business
$25
per user / month
SSO, admin dashboard, audit logging for enterprise teams.
  • Everything in Pro
  • SSO / SAML
  • Admin dashboard
  • Audit trail
  • Custom integrations
  • Dedicated support

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