Paperlib MCP
Academic literature management and retrieval MCP server - supporting PDF import, hybrid search, knowledge graph construction, and literature review generation.
✨ Features
| Feature | Description |
|---|---|
| PDF Import | Auto-extract text, chunk by page, generate vector embeddings |
| Hybrid Search | FTS full-text search + pgvector semantic search |
| Knowledge Graph | LLM-driven entity/relation/claim extraction, Leiden community detection |
| Review Generation | Structured literature review auto-generation based on evidence packs |
📋 Prerequisites
- PostgreSQL 16+ with pgvector extension
- MinIO or S3-compatible storage
- OpenRouter API Key
🚀 Installation & Usage
Method 1: Docker Compose (Recommended for Beginners)
One-click launch of complete environment (PostgreSQL + MinIO + MCP):
git clone https://github.com/h-lu/paperlib-mcp.git
cd paperlib-mcp
# Configure API Key
cp .env.example .env
# Edit .env and fill in OPENROUTER_API_KEY
# Start services
docker-compose up -d
Configure in Cursor
Add to claude_desktop_config.json:
{
"mcpServers": {
"paperlib-docker": {
"command": "docker",
"args": [
"exec",
"-i",
"paperlib-mcp",
"python",
"-m",
"paperlib_mcp.server"
]
}
}
}
Method 2: uvx Install (Recommended)
Prerequisites: Requires available PostgreSQL (with pgvector) and MinIO/S3-compatible storage service.
💡 Quick Start Local Services (Optional)
docker-compose up -d postgres minio minio-init
Configure in Cursor/Claude Desktop, modify environment variables according to your actual service addresses:
{
"mcpServers": {
"paperlib": {
"command": "uvx",
"args": ["paperlib-mcp"],
"env": {
"POSTGRES_HOST": "localhost",
"POSTGRES_USER": "paper",
"POSTGRES_PASSWORD": "paper",
"POSTGRES_DB": "paperlib",
"S3_ENDPOINT": "http://localhost:9000",
"MINIO_ROOT_USER": "minio",
"MINIO_ROOT_PASSWORD": "minio123",
"OPENROUTER_API_KEY": "your-api-key"
}
}
}
}
Method 3: pip Install
Prerequisites: Same as Method 2, requires available PostgreSQL and MinIO/S3 services.
pip install paperlib-mcp
Configure MCP client (modify according to your actual service addresses):
{
"mcpServers": {
"paperlib": {
"command": "paperlib-mcp",
"args": [],
"env": {
"POSTGRES_HOST": "localhost",
"POSTGRES_USER": "paper",
"POSTGRES_PASSWORD": "paper",
"POSTGRES_DB": "paperlib",
"S3_ENDPOINT": "http://localhost:9000",
"MINIO_ROOT_USER": "minio",
"MINIO_ROOT_PASSWORD": "minio123",
"OPENROUTER_API_KEY": "your-api-key"
}
}
}
}
Method 4: Local Development
git clone https://github.com/your-org/paperlib-mcp.git
cd paperlib-mcp
uv sync
cp .env.example .env
# Edit .env
uv run python -m paperlib_mcp.server
📖 Available Tools
Basic Tools
| Tool | Description |
|---|---|
health_check |
System health check |
import_pdf |
Import PDF documents |
download_pdf |
Download PDF by title to local directory |
search_hybrid |
Hybrid search (recommended) |
get_document |
Get document metadata |
list_documents |
List all documents |
Graph Tools
| Tool | Description |
|---|---|
extract_graph_v1 |
Extract knowledge graph |
build_communities_v1 |
Build topic communities |
summarize_community_v1 |
Generate community summaries |
Writing Tools
| Tool | Description |
|---|---|
build_evidence_pack |
Build evidence pack |
draft_lit_review_v1 |
Generate review draft |
Full tool list (48+) available at docs/MCP_TOOLS_REFERENCE.md
💡 Usage Examples
# Import PDF
> import_pdf file_path="/papers/study.pdf" title="Study Title"
# Search literature
> search_hybrid query="monetary policy" k=10
# Build knowledge graph
> extract_graph_v1 doc_id="abc123"
> build_communities_v1 level="macro"
# Generate review
> build_evidence_pack query="CBDC" k=40
> draft_lit_review_v1 pack_id=1
📚 Documentation
| Document | Description |
|---|---|
| DEPLOYMENT.md | Deployment Guide |
| ARCHITECTURE.md | System Architecture |
| EMBEDDING_SYSTEM.md | Embedding & Retrieval |
| KNOWLEDGE_GRAPH.md | Knowledge Graph |
| DATABASE_SCHEMA.md | Database Schema |
| MCP_TOOLS_REFERENCE.md | Tools API Reference |
🛠️ Tech Stack
| Component | Technology |
|---|---|
| MCP Protocol | FastMCP |
| Database | PostgreSQL 16 + pgvector |
| Object Storage | MinIO (S3 Compatible) |
| PDF Processing | PyMuPDF4LLM |
| Embedding Model | OpenRouter (text-embedding-3-small) |
| Graph Clustering | igraph + Leiden |
Environment Variables
| Variable | Required | Default | Description |
|---|---|---|---|
OPENROUTER_API_KEY |
✅ | - | OpenRouter API key |
POSTGRES_HOST |
❌ | localhost |
Database host |
POSTGRES_USER |
❌ | paper |
Database user |
POSTGRES_PASSWORD |
❌ | paper |
Database password |
POSTGRES_DB |
❌ | paperlib |
Database name |
S3_ENDPOINT |
❌ | http://localhost:9000 |
MinIO endpoint |
MINIO_ROOT_USER |
❌ | minio |
MinIO user |
MINIO_ROOT_PASSWORD |
❌ | minio123 |
MinIO password |
📄 License
MIT
Metadata
Release files for paperlib-mcp 0.1.5
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| paperlib_mcp-0.1.5.tar.gz | 215.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| paperlib_mcp-0.1.5-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 314.2 kB
Release files / paperlib_mcp-0.1.5.tar.gz
| Download URL | paperlib_mcp-0.1.5.tar.gz |
|---|---|
| Size | 215.4 kB |
| Tags | Source |
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| Uploaded via |
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|
Provenance
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PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
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