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- AlicenseAqualityCmaintenanceEnables local-first hybrid knowledge retrieval from authorized Markdown and plain-text files, combining full-text and vector search with reranking and traceable source references via a single search tool.1MIT
- AlicenseAqualityAmaintenanceEnables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.108 npm1MIT
- AlicenseNot gradedqualityBmaintenanceLets AI agents retrieve source-linked passages from a local folder of Markdown notes or an Obsidian vault, optionally following the explicit links between notes, and can also fetch passages from pinned public GitHub files you configure. It returns bounded evidence packets with original text, file paths and hashes so agents can answer from your material rather than generating content themselves.MIT
- AlicenseAqualityCmaintenanceEnables local-first, versioned evidence retrieval from papers without loading the whole library into a conversation, with optional Zotero, writing, fixed-commit code, and experiment record integration returning bounded excerpts and page images.51MIT
- AlicenseAqualityAmaintenanceEnables coding agents to query local notes, decisions, docs, and code with hybrid retrieval (BM25 + embeddings + reranking) and get path:line citations. It provides tools like rag_query for full-corpus search and search_knowledge for project-scoped knowledge recall.224 PyPI1MIT
- FlicenseAqualityAmaintenanceEnables agents to run hybrid dense and BM25 search over a local folder of Markdown files, read and write notes, and trigger reindexing as the folder changes. It also injects the most relevant sections into each prompt automatically and runs entirely locally with a bundled embedding model.9-
TDQS
Scored across 6 tools
get_passage, get_document, get_page_image, and index_status are clearly distinct, but search_library and find_evidence overlap heavily since both search the same evidence set for relevant passages. The descriptions add some differentiation, but an agent could still easily pick the wrong one for a general search.
Most tools follow a clear verb_noun pattern: search_library, get_passage, get_document, get_page_image, find_evidence. The exception is index_status, which is a noun phrase instead of something like get_index_status, but this is only a minor consistency break.
Six tools form a tight, well-scoped set for an evidence-retrieval knowledge base. Each tool maps to a specific step in the workflow of searching, retrieving, and verifying evidence, with no unnecessary bloat.
The core research workflow is covered: search, retrieve passages, inspect page images, check metadata, and monitor index status. Notable gaps are full-document text retrieval and index/database management, but agents can still complete the primary evidence-checking task with the provided tools.