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Tools: 35

llmkb

llmkb

llmkb ingests PDFs, code, audio, and research — extracts entities, links them with confidence labels, and writes a versioned wiki. Query it from Claude Code or any MCP client.

https://llmkb.ai/

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Remote MCP URL
https://api.llmkb.ai/mcp

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Last probed Sep 14, 2026 · api.llmkb.ai

35tools discovered

Tools discovered (35)

Showing 25 of 35 from the live probe.

  • Ping

    Simple connectivity check — returns "pong". Useful for verifying the MCP server is reachable and responding without needing database access or authentication.

  • Set Space Scope

    Set the project-level space scope for this session. Tells the MCP server which spaces the current Claude Code project is allowed to access. Any tool call targeting a space outside this list will be rejected. Call this once after session initialisation with the space slugs configured in your ``.llmkb/spaces.yml``.

  • Get Workspace Context Tool

    Return the current request's workspace tier model (M3.6-T3.2). Resolves the per-request ``WorkspaceContext`` from ContextVars set by ``ProjectSpaceMiddleware`` and returns it as a JSON:API envelope. Use this tool FIRST if you're unsure which spaces you can search, or if you want to know whether ``browse_public`` is enabled for this project. The response shows the project space, related spaces, and public spaces the current request can reach. Disclosure policy: every space entry is ``{slug, na

  • List Tools

    List all available MCP tools with their names and descriptions. Useful for discovering what the server can do without needing database access or authentication. Returns: A list of tool dicts with keys: name, description.

  • Space Search Tool

    Search wiki pages, entities, and raw documents within a space using hybrid full-text + vector search. Queries three sources: - **wiki_pages** — curated wiki content (full-text tsvector search) - **entities** — knowledge graph entities (semantic vector search) - **raw_documents** — original source files (full-text + vector search) Results are merged using Reciprocal Rank Fusion (RRF) with type-aware weighting. Raw document results (type "source") are boosted to compete with wiki pages for queri

  • Space Read Tool

    Read a wiki page by its path within a space. WikiPage is the primary source (auto mode). RawDocument is fallback for source-only content.

  • Space Graph Tool

    Traverse the knowledge graph from *entity_name* within *space_name*. Neighbour mode (default): returns N-hop neighbours reachable from the starting entity. Path mode: returns the weighted shortest path between two named entities. When cross_space is true and the entity is not found in the primary space, searches neighbouring spaces (entities with matching labels).

  • Space Guide Tool

    Return a high-level overview of *space_name*. The overview is built from aggregate database queries (deterministic). LLM-powered summarisation may be added in M3.

  • Space Write Tool

    Create or update a wiki page within a space. Requires an ``access_token`` (or legacy ``admin_token``) for write-authorization. If a page at *path* already exists it is updated; otherwise a new page is created.

  • Space Entities Tool

    Create entities and relationships within a space. Requires an ``access_token`` (or legacy ``admin_token``). Entities are upserted by label. Relationships are created between existing or newly created entities.

  • Space Search All Tool

    Search across multiple spaces with RRF-merged results.

  • Space List Tool

    List spaces visible to the caller. Without a token: returns public spaces only. With a valid access_token or admin_token: returns all non-deleted spaces. Note: The CLI's ``.llmkb/spaces.yml`` is the primary source of configured spaces for a developer. This tool provides server-side discovery.

  • Resolve Spaces Tool

    List spaces accessible to the caller with slug and metadata. Returns the authenticated user's spaces with slugs, descriptions, roles, and related spaces. Call this at session start to discover which per-space tools you are authorised to use.

  • Resolve Space Slug Tool

    Search across all accessible spaces by content relevance. Returns ranked spaces whose content best matches the query, with descriptions and relevance scores. Call this first when you don't know which space contains the information you need.

  • Space Schema Tool

    Describe the knowledge graph schema for a space. Returns entity types, relationship types, wiki page categories, and confidence distribution.

  • Space Cypher Tool

    Run a parameterised graph query against a space's knowledge graph. Translates Cypher-like patterns to SQL: - ``MATCH (n) RETURN n.label`` → SELECT label FROM entities - ``MATCH (n:Concept) RETURN n.label, n.type`` → entities WHERE type='Concept' - ``MATCH (n)-[r]->(m)`` → entities JOIN relationships JOIN entities

  • Space Compare Tool

    Compare entity coverage between two spaces.

  • Space Answer Tool

    Answer a question from the space in a single call. Orchestrates search, best-result selection, and full-content read into one composite operation. The LLM gets a complete answer without multiple round trips.

  • Space History Tool

    Get version history for a wiki page.

  • Space Provenance Tool

    Trace a wiki page back to its source documents and entities. Returns the full provenance chain: source documents → wiki page → entities.

  • Space Trace Tool

    Find the shortest provenance path between two entities in a space. Uses igraph weighted shortest path with confidence_score-derived weights. Returns each step in the path with node details, edge types, and total confidence weight.

  • Space Impact Tool

    Assess the blast radius of deleting/modifying a resource in a space. Reports what breaks at d=1 (direct), d=2 (indirect), and d=3 (transitive) depth with a computed risk level (LOW / MEDIUM / HIGH / CRITICAL).

  • Code Search Tool

    Search code symbols within a space by name and language. Queries code entities (classes, functions, methods, interfaces, structs, enums) filtered by label and optional language.

  • Code Context Tool

    Retrieve full context for a code symbol in a space. Shows the symbol definition, callers, callees, methods, and properties.

  • Code Graph Tool

    Fetch code relationship graph data within a space. Returns nodes and edges for code symbols, optionally rooted at a specific symbol.

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Frequently Asked Questions

What is the llmkb MCP server?

llmkb ingests PDFs, code, audio, and research — extracts entities, links them with confidence labels, and writes a versioned wiki. Query it from Claude Code or any MCP client.

How do I connect llmkb to my AI agent?

Use the MCP endpoint listed on this page in your MCP client configuration. One-click install pills support Claude, Cursor, VS Code, and other hosts. Copy the remote MCP URL if your client needs a manual entry.

How many tools does llmkb provide?

MCPBundles probed 35 tools on the live server. The tool list on this page reflects what was discovered at the last refresh — connect your client to see the full set available to your session.

What authentication does llmkb require?

No provider sign-in was required during MCPBundles' probe. Your client may still need MCPBundles credentials depending on how you connect.

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