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
संबंधित सर्वर
Alpha Vantage MCP Server
प्रायोजकAccess financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more
MCP Spec Navigator
Navigate and explore the Model Context Protocol specification with dynamic markdown tree generation and intelligent section navigation.
Azure DevOps MCP Server for Cursor
An MCP server for Azure DevOps with tools for project management, work items, pull requests, builds, tests, and more.
EChart Server
A Go service that dynamically generates ECharts chart pages from JSON configurations.
Pollinations MCP Server
Generate images and text using the Pollinations.ai API.
MCP VSCode Cline
A guide for using the Cline VSCode extension to interact with Model Context Protocol (MCP) servers.
Jai MCP Server
Manage Jai platform resources through Claude Code.
SnapState
Persistent state for AI agent workflows. Save, resume, and replay multi-step workflows across sessions, crashes, and agent handoffs. Free tier included.
Facets Module
Create and manage Terraform modules for cloud-native infrastructure using the Facets.cloud FTF CLI.
MCP Manager
A full-stack application for managing Model Context Protocol (MCP) servers for Claude Desktop with a modern web interface.
Subotiz MCP
Connect AI assistants to Subotiz - Using Subotiz's external capabilities through natural language