Librarian
Persistent memory with semantic search, hit-based ranking, universal import, and a knowledge marketplace
Librarian
A knowledge management MCP server for AI coding assistants. Capture insights, search with semantic understanding, and access a library of developer knowledge.
Installation
Claude Code (Recommended)
Plugin (full experience)
Includes MCP tools, slash commands, and hooks.
/plugin marketplace add telvokdev/librarian
/plugin install librarian@librarian
MCP only
claude mcp add librarian -- npx @telvok/librarian-mcp
Cursor
Add to .cursor/mcp.json:
{
"mcpServers": {
"librarian": {
"command": "npx",
"args": ["@telvok/librarian-mcp"]
}
}
}
Windsurf
Add to ~/.codeium/windsurf/mcp_config.json:
{
"mcpServers": {
"librarian": {
"command": "npx",
"args": ["@telvok/librarian-mcp"]
}
}
}
Any MCP Client
Add to your MCP config:
{
"mcpServers": {
"librarian": {
"command": "npx",
"args": ["@telvok/librarian-mcp"]
}
}
}
Or install globally:
npm install -g @telvok/librarian-mcp
Quick Start
// Search before making decisions
brief({ query: "stripe webhook handling" })
// Capture what you learned
record({
insight: "Stripe retries webhooks but doesn't dedupe - always check idempotency key",
context: "payments, webhooks"
})
// Mark helpful entries to boost their ranking
mark_hit({ path: "local/stripe-webhooks-need-idempotency.md" })
// Browse the library
library_search({ query: "react patterns" })
API Reference (Beta)
Local Knowledge
| Tool | Purpose |
|---|---|
brief(query?, limit?) | Semantic search across your library |
record(insight, ...) | Capture knowledge worth keeping |
adopt(path, title?) | Copy imported entry to local library |
mark_hit(path) | Mark an entry as helpful (increases ranking) |
import_memories(format, path) | Import from other AI tools |
rebuild_index(force?) | Rebuild semantic search embeddings |
delete(path?, query?, confirm?) | Delete entries from local library |
Library
Browse and publish books at telvok.com. Free and paid content supported.
| Tool | Purpose |
|---|---|
library_search(query, filters?) | Search Telvok library |
library_download(slug) | Download a free book locally |
library_publish(name, attestation, ...) | Publish entries as a book |
my_books(filter?) | View published and downloaded books |
sync(slug?, force?) | Check for updates to owned books |
rate_book(slug, rating, ...) | Rate a book (1-5 stars) |
seller_analytics() | View download stats for your books |
Bounties
| Tool | Purpose |
|---|---|
bounty_create(title, ...) | Post a knowledge request |
bounty_list(query?, tags?, status?) | Browse available bounties |
bounty_claim(bounty_id) | Claim a bounty to fulfill |
bounty_submit(bounty_id, book_slug) | Submit fulfillment |
my_bounties(role?) | View your bounties |
Account
| Tool | Purpose |
|---|---|
auth(action) | Login, logout, status, complete |
help(topic?) | Get help on any tool |
feedback(message, type?) | Send feedback |
How Search Works
Librarian uses local AI embeddings for semantic search:
You saved: "Stripe webhooks need idempotency checks"
You search: "handling duplicate payment events"
→ It finds it.
all-MiniLM-L6-v2model (384-dim embeddings)- ~30MB download on first run, cached locally
- No API calls — fully offline
Results ranked by semantic similarity, recency (60%), and hit count (40%).
Import Formats
| Format | Sources |
|---|---|
jsonl | Anthropic MCP Memory, mcp-knowledge-graph |
markdown | Obsidian, Basic Memory MCP |
cursor | Cursor Memory Bank |
json | Simple memory servers |
sqlite | mcp-memory-service, SQLite-vec |
Authentication
auth({ action: "login" })— returns code + URL- Visit
telvok.com/device, enter the code auth({ action: "complete" })— saves API key locally
Keys stored in .librarian/.auth, expire after 90 days.
Library Structure
.librarian/
├── local/ # Your entries
├── imported/ # Downloaded books
├── packages/ # Purchased content
├── archived/ # Stale but searchable
├── index.json # Semantic embeddings
├── models/ # Cached embedding model
└── .auth # API key (git-ignored)
Contributing
- Fork the repository
- Create a feature branch (
git checkout -b feature/my-feature) - Commit changes (
git commit -m 'Add my feature') - Push (
git push origin feature/my-feature) - Open a Pull Request
License
MIT - Telvok
Máy chủ liên quan
Alpha Vantage MCP Server
nhà tài trợAccess financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more
MCP Google Apps Script Server
A server for seamless integration with Google Apps Script, enabling automation and extension of Google Workspace applications.
Stata MCP
Run Stata commands and execute .do files directly from VS Code and Cursor, with AI assistant integration.
A11y MCP Server
Perform accessibility audits on webpages using the axe-core engine to identify and help fix a11y issues.
Gemini CLI
Integrates with the unofficial Google Gemini CLI, allowing file access within configured directories.
SCAST
Analyzes source code to generate UML and flow diagrams with AI-powered explanations.
Headless IDA MCP Server
Analyze binary files and manage functions and variables using IDA Pro's headless mode.
pyATS
Interact with network devices using Cisco's pyATS and Genie libraries for model-driven automation.
AAP Enterprise MCP Server
An MCP server that allows AI assistants to interact with Ansible Automation Platform (AAP) and Event-Driven Ansible (EDA) infrastructure.
TomTom MCP
Location technology for developers
iOS MCP Server
An iOS mobile automation server using Appium and WebDriverAgent, built with clean architecture and SOLID principles.