io.github.MasihMoafi/rag-mcp
rag-mcp
Is the rag- MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-12.
Scoped hybrid search (BM25, embeddings, reranking) and grounded answers over local files and folders
alive probed 2026-11-14 · unchanged since 2026-11-12
19tools
≈ 2.7ktokens, estimate
≈ 1.4 %of Claude's 200k window
1.9×the median server
451 msto initialize
5 msto list tools
- Run it
- uvx ragmcp-cli@0.3.0 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- rag-mcp 0.3.0
- Capabilities
- tools
- Instructions
- none
- Of a 1M window
- ≈ 0.3 % of a 1M context window, estimate
- Claude count
- The count_tokens endpoint refused the tool schemas: tools.1.custom.input_schema: input_schema does not support oneOf, allOf, or anyOf at the top level. The estimate stands in.
- Repository
- https://github.com/MasihMoafi/rag-mcp
- Website
- https://github.com/MasihMoafi/rag-mcp
- Registry
- active, updated 2026-11-12 · registry entry
Most expensive tools
Estimates with the o200k_base tokenizer.
| Tool | o200k estimate | Share of this server |
|---|---|---|
| set_rag_settings | 567 | 21 % |
| query_knowledge_base | 418 | 15 % |
| get_workspace_chunks | 215 | 8 % |
| search_workspace | 173 | 6 % |
| get_workspaces | 147 | 5 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- CryptoSignals io.github.MarcinDudekDev/crypto-signals-mcp · install failed
- Staan io.github.MarcinWolnyEU/staan-mcp · alive
- shotlog io.github.Marlon-Trujillo-Jaramillo/shotlog-mcp · needs env
- io.github.Mars-proj/verifiable-memory · alive
- Garmin Personal MCP io.github.Mason-Levyy/garmin-personal-mcp · alive
- MyFitnessPal MCP io.github.Mason-Levyy/mfp-mcp · alive
- WaveXisMCP io.github.MathiasPaulenko/wavexis-mcp · alive
- Yagami AI Context Firewall io.github.MatthewTracy/yagami · not probed
Servers that mention embeddings or reranking.
- Axon NeuroAutomata ai.axonagentic/neuroautomata · needs auth
- com.geiant/mcp-perception · alive
- My App Store Ranking com.myappstoreranking/myappstoreranking · alive
- io.github.AIDataNordic/food-recipe-mcp · alive
- DocsMint io.github.HiAi-gg/docsmint · needs auth
- Hipocampo MCP io.github.carrasquelalex1/hipocampo · alive
- IBM Granite x402 Remote io.github.nirholas/ibm-x402-mcp-remote · needs auth
- io.twelvelabs/twelvelabs-mcp-server · not found
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- The Anthropic count_tokens endpoint refused the tool schemas (tools.1.custom.input_schema: input_schema does not support oneOf, allOf, or anyOf at the top level). A client that validates schemas can refuse them too.