ragify-mcp
MCP Server for semantic documentation search using Qdrant and Ollama.
Installation
No installation needed with uvx:
uvx ragify-mcp
Or install via pip:
pip install ragify-mcp
Configuration
Add to your MCP client config (Claude Desktop or Claude Code):
{
"mcpServers": {
"ragify": {
"command": "uvx",
"args": ["ragify-mcp"],
"env": {
"QDRANT_URL": "http://127.0.0.1:6333",
"OLLAMA_URL": "http://localhost:11434"
}
}
}
}
Prerequisites
- Qdrant running with indexed documentation
- Ollama running with
nomic-embed-textmodel
Available Tools
| Tool | Description |
|---|---|
search_documentation |
Semantic search in a collection |
list_collections |
List all available collections |
list_sources |
List indexed files in a collection |
Environment Variables
| Variable | Default | Description |
|---|---|---|
QDRANT_URL |
http://localhost:6333 | Qdrant server URL |
QDRANT_API_KEY |
- | Optional API key for Qdrant Cloud |
OLLAMA_URL |
http://localhost:11434 | Ollama server URL |
Part of Ragify
This MCP server is part of the Ragify project - a self-hosted RAG system for indexing and querying documentation.
License
MIT
1 maintainer
Metadata
1 maintainer
Release files for ragify-mcp 1.0.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| ragify_mcp-1.0.1.tar.gz | 4.7 kB | Without provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| ragify_mcp-1.0.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 11.6 kB
Release files / ragify_mcp-1.0.1.tar.gz
| Download URL | ragify_mcp-1.0.1.tar.gz |
|---|---|
| Size | 4.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
d8c74781c3fb010697326acdc65041fb03975647bb2952a423c2585697dd7e0e
|
|
BLAKE2b-256 checksum How to use checksums |
605ea43ca5ab19abfc688a9191cb64077bf3b8edee9ae4d24bfe15702b9dd228
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / ragify_mcp-1.0.1-py3-none-any.whl
| Download URL | ragify_mcp-1.0.1-py3-none-any.whl |
|---|---|
| Size | 6.9 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
9c72d799a9ad7e1503bb3f52919ce808d8892c528f59809b0a9c4e32037babdb
|
|
BLAKE2b-256 checksum How to use checksums |
5f94cc8883f7f189ede97f0eb99b49b21c7f0d1849862fd9ec743d2533b1714e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Security for ragify-mcp 1.0.1
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
No provenance found
None of the files in this release were uploaded with provenance metadata.
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To learn more about protecting yourself from malicious actors, visit our package security documentation.
