Agentic document retrieval over markdown, CSV, and JSONL — BM25 search + tree navigation via MCP. Inspired by PageIndex and Pagefind.
Agentic document retrieval over markdown, CSV, and JSONL — BM25 search + tree navigation via MCP. Inspired by PageIndex and Pagefind.
Restart the tool → ask "search the docs for X" or invoke the doc-read prompt.
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Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| search_documents | BM25 keyword search + facet filters + glossary expansion (markdown · CSV · JSONL) |
| get_tree | Table of contents — headings, word counts, summaries |
| get_node_content | Full text of a specific section by node ID |
| navigate_tree | A section plus all descendants in one call |
| lookup_row | O(1) exact-key lookup for structured data rows (e.g. PROJ-44) |
| find_similar | Duplicate detection with overlap ratios |
| draft_wiki_entry | Scaffold: suggested path, inferred frontmatter, glossary hits |
| write_wiki_entry | Validated write: path containment, schema, duplicate guards, dry-run |
| Variable | Description | Required |
|---|---|---|
| DOCS_ROOT | Configuration value read at startup. | Optional |
| WIKI_WRITE | Configuration value read at startup. | Optional |
| GLOSSARY_PATH | Filesystem location the server is allowed to use. | Optional |
Store entities, relations and observations in a local knowledge graph with the reference Memory MCP server.
A structured scratchpad for hard problems — stepwise reasoning with revisions, branches and visible logic.
AI/ML research papers from arXiv, DBLP, and HuggingFace
Ask questions across your Consilio matters, workspaces, and documents without leaving the chat.
Transform unstructured text into queryable semantic knowledge graphs.
Self-hosted memory for AI agents with hybrid search, knowledge graphs, tasks, and document sync.