FLAIWHEEL

EVERY BUG FIXED MAKES THE NEXT BUG CHEAPER

A self-improving knowledge base for AI coding agents. Self-hosted. MCP-native. Knowledge compounds automatically.

30-50%
Faster Development
15
MCP Tools
0
Cloud Dependencies

// HOW THE FLYWHEEL WORKS

Every bugfix you document gets indexed. Every architecture decision you record becomes searchable. The next time any AI agent hits a similar problem, it finds the answer instantly. Knowledge compounds.

FIX BUG DOCUMENT AUTO-INDEX SEARCH FINDS IT FASTER NEXT FIX

THE CYCLE NEVER STOPS. KNOWLEDGE ONLY GROWS.

// FEATURES

🔎

SEMANTIC SEARCH

AI agents find docs by meaning, not keywords. Architecture decisions, past bugs, patterns — all searchable via MCP.

STRUCTURED WRITE TOOLS

6 category-specific tools enforce quality at the source. Bugfixes, architecture, API docs, best practices, setup guides, changelogs.

🛡

QUALITY GATE

Pre-commit validation + ingest-time quality checks. Bad docs are skipped, never deleted. You own your files.

🔃

GIT AUTO-SYNC

Pulls and pushes to a dedicated knowledge repo. Write a bugfix summary — it's committed, pushed, and indexed automatically.

📊

SEARCH METRICS

Hit rate, miss rate, per-tool usage. See if your knowledge base is actually being used and where the gaps are.

🔒

SELF-HOSTED

Runs in a single Docker container on your machine. No cloud, no API keys required, no data leaves your network.

// 15 MCP TOOLS

Works with Cursor, Claude Code, VS Code Copilot — any MCP-compatible AI agent.

TOOLPURPOSE
search_docsSemantic search across all documentation
search_bugfixesSearch only bugfix summaries
search_by_typeFilter by type (architecture, api, bugfix, etc.)
write_bugfix_summaryDocument a bugfix (auto-pushed + reindexed)
write_architecture_docDocument architecture decisions
write_api_docDocument API endpoints
write_best_practiceDocument coding standards
write_setup_docDocument setup/deployment
write_changelog_entryDocument release notes
validate_docValidate markdown before committing
git_pull_reindexPull latest from knowledge repo + re-index
get_index_statsShow index statistics
reindexRe-index all documentation
check_knowledge_qualityValidate knowledge base consistency
check_updateCheck for a newer Flaiwheel version

// VS THE COMPETITION

FLAIWHEEL
FREE
  • ✓ Self-hosted (Docker)
  • ✓ MCP-native
  • ✓ Auto-learning flywheel
  • ✓ Quality enforcement
  • ✓ 15 structured tools
  • ✓ 100% private
CONTEXTSTREAM
$10-20/mo
  • ✓ Cloud SaaS
  • ✓ MCP support
  • ✗ Manual context storing
  • ✗ No quality enforcement
  • ✓ Knowledge graphs
  • ✗ Data on their servers
LIGHTFAST
$12/user/mo
  • ✓ Cloud SaaS
  • ✗ No MCP
  • ✗ No auto-learning
  • ✗ No quality enforcement
  • ✓ Cross-platform search
  • ✗ Data on their servers

// PRICING

COMMUNITY

FREE
  • Non-commercial use
  • Teams up to 10 people
  • All 15 MCP tools
  • Unlimited docs & searches
  • Self-hosted, fully private
  • Community support (GitHub)

COMMERCIAL

CONTACT US
  • Teams of 11+
  • Commercial / enterprise use
  • Priority support
  • Custom licensing terms
  • Multi-project roadmap access
  • Invoice & PO available
CONTACT

Licensed under Business Source License 1.1. Converts to Apache 2.0 on 2030-02-25.

// ONE COMMAND INSTALL

Prerequisites: GitHub CLI authenticated, Docker running.

RUN FROM YOUR PROJECT DIRECTORY:

curl -sSL https://raw.githubusercontent.com/dl4rce/flaiwheel/main/scripts/install.sh | bash

Click to copy. Sets up everything: knowledge repo, Docker container, Cursor config, AI agent instructions.

// ALSO BY 4RCE

AI·COLLAB VISIT

Your entire AI stack. One secure workspace.

300+ AI models in one interface — GPT-5, Claude, Gemini, Grok, Llama, and more. Upload 1,000-page scanned PDFs, ask questions, get precise cited answers. Build knowledge bases, collaborate in shared workspaces, run web searches, execute code, generate images.

🔒 German hosting · GDPR · Zero Data Retention 👥 Team & Organization plans 💰 From €24.99/mo or pay-as-you-go