switchboard

Indexes local markdown notes, meeting transcripts, and docs for on-device BM25, vector, and LLM-reranked hybrid search, exposed to agents through a CLI, an MCP server, and a Node SDK.

4
Skills
None
Auth
No
Streaming
No
Push

Skills

Hybrid Query

Searches with typed lex, vec, and HyDE sub-queries, fuses BM25 and vector results with reciprocal rank fusion, then reranks with an LLM.

Collections And Context

Groups folders into named collections and attaches a tree of context descriptions that come back with matching documents in results.

Document Retrieval

Fetches a document by path or docid with fuzzy suggestions, or batches retrieval by glob pattern, list, or docids with multi-get.

HTTP MCP Daemon

Serves the query, get, multi_get, status, and metadata tools over stdio or as a long-lived HTTP daemon that avoids reloading models.

Research & KnowledgeProductivity & Work Managementlocal-searchhybrid-searchmarkdownpersonal-knowledgelocal-mcpggufon-deviceopen-source
Visit Agent
qmd
Indexes local markdown notes, meeting transcripts, and docs for on-device BM25, vector, and LLM-reranked hybrid search, exposed to agents through a CLI, an MCP server, and a Node SDK.
fields
nameQMD
providerTobi Lütke
urlhttps://github.com/tobi/qmd
categoriesresearch · productivity
accesscli · mcp · api
authnone
streamingfalse
pushfalse
verifiedtrue
tagslocal-search, hybrid-search, markdown, personal-knowledge, local-mcp, gguf, on-device, open-source
skills
hybrid-queryHybrid QuerySearches with typed lex, vec, and HyDE sub-queries, fus…
collections-contextCollections And ContextGroups folders into named collections and attaches a tr…
document-retrievalDocument RetrievalFetches a document by path or docid with fuzzy suggesti…
http-mcp-daemonHTTP MCP DaemonServes the query, get, multi_get, status, and metadata …