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/Opens ChatGPT on the web or desktop and asks it to use the WebMCP tools available here.
Connect straight to this server’s public endpoint.
https://api.llmkb.ai/mcpWe add this server to your workspace, then open Studio — saved access, one connection to many servers, with a history of what ran.
Last probed Sep 14, 2026 · api.llmkb.ai
35tools discovered
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.
Get your MCP into directories
A working endpoint is step one. Directory coverage is the coordinated launch across ChatGPT, Claude, Cursor, the MCP Registry, and community indexes.
Directory coverage for brandsllmkb 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.
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.
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.
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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