MCP server in namespace io.github
io.github.sfrangulov/minirag-mcp · Status: active
The source provides no name of its own for this entry. The identifier therefore appears on this page as a coordinate, not as the heading.
If you find your own account name here: write informally to German.saas@web.de, stating the identifier concerned. No reason has to be given. How to object
- Registry name
io.github.sfrangulov/minirag-mcp- Package coordinate
pypi:minirag-mcp- Version
0.6.0- Listed in the registry
- 2026-08-09
- Changed in the registry
- 2026-08-09
- First seen by tracevero
- 2026-08-10
- Vendor's website
- https://github.com/sfrangulov/minirag-mcp#readme
Local-first RAG MCP server: hybrid search over a folder of your own documents
Vendor's own description, untranslated and unverified
Evidence for this page: The values on this page come from several collections. Each row therefore states its own origin. What the confidence levels mean
Measured values
| Credentials required | no Raw declaration – Required secret variables (raw): confirmed absent Raw declaration – Required secret headers (raw): confirmed absent Source: MCP-Register · collected on 2026-08-10 · derived |
|---|---|
| Execution location | local Raw declaration – Transports (raw): stdio Source: MCP-Register · collected on 2026-08-10 · derived |
| Path argument present | yes Raw declaration – Path arguments (raw): confirmed absent Raw declaration – Path environment variables (raw): BASE_DIR, CACHE_DIR, DB_PATH Source: MCP-Register · collected on 2026-08-16 · derived |
| Repository URL listed | yes Raw declaration – Repository (raw): https://github.com/sfrangulov/minirag-mcp Source: MCP-Register · collected on 2026-08-10 · derived |
| Version | 0.6.0 Source: MCP-Register · collected on 2026-08-10 · self-declared |
Position within the holdings
How many of the 22,700 published entries carry the same measured value. A reference figure, not an assessment.
- Credentials requiredno18,609 of 22,700 carry this value (82 %)View these entries
- Execution locationlocal11,751 of 22,700 carry this value (52 %)View these entries
- Path argument presentyes210 of 22,700 carry this value (0.9 %)View these entries
- Repository URL listedyes17,743 of 22,700 carry this value (78 %)View these entries
All 4 values together are carried by 171 of 22,700 entries.
This entry appears in these selections
- MCP servers without credentials18,609
- Locally executed MCP servers11,751
- MCP servers with a repository URL17,743
- MCP servers with a path argument210
- Local MCP servers without credentials8,948
- Local MCP servers with a repository URL11,162
- MCP servers over stdio only9,580
- MCP servers as a PyPI package only2,985
- Local MCP servers as a PyPI package only2,966
- MCP servers available as a package only10,371
- MCP servers with uvx as their only runtime hint965
The source's raw values23
Evidence for this page: The values on this page come from several collections. Each row therefore states its own origin.
| Environment variables (raw) | BASE_DIR, BASE_DIRS, DB_PATH, CACHE_DIR, MODEL_NAME, MAX_FILE_SIZE, CHUNK_TOKEN_BUDGET, RAG_HYBRID_WEIGHT, RAG_GROUPING, RAG_MAX_DISTANCE, RAG_MAX_FILES, RAG_INSTRUCTIONS_APPEND, ALLOW_PRIVATE_URLS Source: MCP-Register · collected on 2026-08-10 · self-declared |
|---|---|
| Required secret variables (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-10 · self-declared |
| Transports (raw) | stdio Source: MCP-Register · collected on 2026-08-10 · self-declared |
| Path arguments (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-10 · self-declared |
| Repository (raw) | https://github.com/sfrangulov/minirag-mcp Source: MCP-Register · collected on 2026-08-10 · self-declared |
| Package registries (raw) | pypi Source: MCP-Register · collected on 2026-08-10 · self-declared |
| Required secret headers (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Path environment variables (raw) | BASE_DIR, CACHE_DIR, DB_PATH Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Remote URLs (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Remote hosts (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Registry status message (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| First listed in the registry (raw) | 2026-08-09 Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Last changed in the registry (raw) | 2026-08-09 Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Schema version of the raw record (raw) | https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Delivery form (raw) | paket Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Repository platform (raw) | github Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Repository subfolder (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Package identifiers (raw) | minirag-mcp Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Package versions (raw) | 0.6.0 Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Runtime hints (raw) | uvx Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Environment variable formats (raw) | boolean, filepath, number, string Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Environment variable descriptions (raw) | ALLOW_PRIVATE_URLS=Let ingest_url fetch hosts resolving to loopback, link-local, private, reserved or unspecified addresses. Off by default. · BASE_DIR=One document root; also the security boundary for file access. Defaults to the process working directory. Ignored when BASE_DIRS is set. · BASE_DIRS=JSON array of document roots, e.g. ["/docs/a", "/docs/b"]. Takes precedence over BASE_DIR. An invalid value is a hard configuration error. · CACHE_DIR=Embedding model cache. Defaults to the platform user cache dir, so the ~220 MB model is downloaded once and shared. · CHUNK_TOKEN_BUDGET=Retrieval-unit size in the embedding model's own tokens. Range 16-128; the ceiling is the model's trained sequence length. · DB_PATH=LanceDB index directory. Defaults to <first root>/.minirag/lancedb, so each corpus gets its own index. · MAX_FILE_SIZE=Per-file size limit in bytes, enforced before parsing. · MODEL_NAME=fastembed model id. Changing it makes existing vectors incompatible with new queries; pair with a new DB_PATH or a full re-ingest. · RAG_GROUPING=Result grouping filter. 'similar' keeps only the closest group; 'related' also keeps the next one. Unset means no grouping filter. · RAG_HYBRID_WEIGHT=Keyword weight in the weighted RRF fusion, range 0.0-1.0. 0 is vector-only; higher values raise the BM25 contribution. · RAG_INSTRUCTIONS_APPEND=Extra paragraph appended to the instructions the server hands the client at connect time, for corpus-specific guidance. · RAG_MAX_DISTANCE=Drop results whose vector distance exceeds this value. Lower is stricter. Unset means no distance filter. · RAG_MAX_FILES=Keep chunks from at most this many best-scoring files. Unset means no per-file filter. Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Icon formats (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
Changes
| 2026-08-16 | Path argument present: false → true |
|---|---|
| 2026-08-16 | Last changed in the registry (raw): – → 2026-08-09 |
| 2026-08-16 | First listed in the registry (raw): – → 2026-08-09 |
| 2026-08-16 | Registry status message (raw): – → – |
| 2026-08-16 | Schema version of the raw record (raw): – → https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json |
| 2026-08-16 | Icon formats (raw): – → – |
| 2026-08-16 | Environment variable descriptions (raw): – → ALLOW_PRIVATE_URLS=Let ingest_url fetch hosts resolving to loopback, link-local, private, reserved or unspecified addresses. Off by default. · BASE_DIR=One document root; also the security boundary for file access. Defaults to the process working directory. Ignored when BASE_DIRS is set. · BASE_DIRS=JSON array of document roots, e.g. ["/docs/a", "/docs/b"]. Takes precedence over BASE_DIR. An invalid value is a hard configuration error. · CACHE_DIR=Embedding model cache. Defaults to the platform user cache dir, so the ~220 MB model is downloaded once and shared. · CHUNK_TOKEN_BUDGET=Retrieval-unit size in the embedding model's own tokens. Range 16-128; the ceiling is the model's trained sequence length. · DB_PATH=LanceDB index directory. Defaults to <first root>/.minirag/lancedb, so each corpus gets its own index. · MAX_FILE_SIZE=Per-file size limit in bytes, enforced before parsing. · MODEL_NAME=fastembed model id. Changing it makes existing vectors incompatible with new queries; pair with a new DB_PATH or a full re-ingest. · RAG_GROUPING=Result grouping filter. 'similar' keeps only the closest group; 'related' also keeps the next one. Unset means no grouping filter. · RAG_HYBRID_WEIGHT=Keyword weight in the weighted RRF fusion, range 0.0-1.0. 0 is vector-only; higher values raise the BM25 contribution. · RAG_INSTRUCTIONS_APPEND=Extra paragraph appended to the instructions the server hands the client at connect time, for corpus-specific guidance. · RAG_MAX_DISTANCE=Drop results whose vector distance exceeds this value. Lower is stricter. Unset means no distance filter. · RAG_MAX_FILES=Keep chunks from at most this many best-scoring files. Unset means no per-file filter. |
| 2026-08-16 | Environment variable formats (raw): – → boolean, filepath, number, string |
| 2026-08-16 | Delivery form (raw): – → paket |
| 2026-08-16 | Remote hosts (raw): – → – |
These are the 10 most recent changes to this entry. Full history
tracevero · https://tracevero.com/en/mcp/io-github-sfrangulov-minirag-mcp