Gctrl

io.github.GCTRL-TECHPublished by GitHub account GCTRL-TECHv1.2.0Updated Oct 24, 2026

Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens.

VerifiedSTDIODesktop onlyKnowledge & MemoryDeveloper Tools

Overview

AI-generated overview

GCTRL MCP server exposes Ground Control's governed knowledge-graph memory to an AI assistant: extract knowledge, query graphs with hybrid RAG, and navigate code

What you can do
Extract knowledge from text into graph entities and vectors, and store notes with knowledge-graph extraction built in, then merge extraction jobs into unified graphs and inspect the graph schema and ontologies. Ask questions over knowledge graphs with hybrid RAG, search entities by name or type, and list graphs and recent extraction jobs. Index a local repository into a code knowledge base, find code symbols by name, path or regex, trace callers and callees, run impact analysis on changed symbols, and summarize languages, hotspots and communities.
When to use it
Use it when you want an assistant to build and query a governed knowledge base across sessions, or when a coding agent should navigate a repository through a code graph instead of grep-and-read. The README reports structural questions answered through the graph used far fewer tokens.
Requirements
Runs locally over stdio via npx from the npm package gctrl-mcp, on desktop clients only. Needs a running GCTRL harness and a scoped access token in GCTRL_API_TOKEN, plus either GCTRL_GATEWAY_URL (recommended proxy mode) or GCTRL_API_URL (direct mode). The local code indexer needs the optional gctrl-code-indexer package.
Before you install
The access token grants whatever clearance level and per-graph grants it was created with, so scope it to least privilege. The README lists a dev-only fallback using GCTRL_EMAIL and GCTRL_PASSWORD that yields a full-clearance JWT and says to avoid it in production. Tools write data: extraction, fusion, storing notes and code indexing all create or change content in your GCTRL instance. Code indexing reads a local repository directory, and with GCTRL_CODE_AUTO_INDEX=cwd it indexes the launch and

Installation

In SourceWeft

  1. Open Gctrl in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

Ground Control (GCTRL) MCP Server

Exposes Ground Control's knowledge management as MCP tools for Claude and other AI agents.

Tools Available

ToolDescription
gctrl_extractExtract knowledge from text → Neo4j entities + Qdrant vectors
gctrl_queryAsk questions about knowledge graphs (hybrid RAG)
gctrl_search_entitiesSearch for specific entities by name/type
gctrl_list_graphsList all knowledge graph compilations
gctrl_fuseMerge extraction jobs into unified graphs
gctrl_list_ontologiesList available ontologies
gctrl_list_extractionsList recent extraction jobs
gctrl_storeStore knowledge (like Obsidian notes, but with KG extraction)
gctrl_schemaGet the knowledge graph schema
gctrl_code_indexIndex a local repo into a Codebase KB (compilation type CODE). Direct mode only (it indexes THIS machine, so a gateway cannot serve it) and needs the optional gctrl-code-indexer package - without it the tool returns an install hint and every other tool keeps working.
gctrl_code_symbolFind code symbols by name/path/regex (proxied to the HTTP gateway)
gctrl_code_traceTrace callers/callees of a symbol (proxied to the HTTP gateway)
gctrl_code_impactImpact analysis for changed symbols/files (proxied to the HTTP gateway)
gctrl_code_architectureLanguages, hotspots, communities for a Codebase KB (proxied to the HTTP gateway)

Deprecated names (alias, removal in v2)

Every tool above is also exposed under its legacy name for backwards compatibility with existing .mcp.json configs. The aliases log a deprecation warning to stderr on every invocation and will be removed in v2.0 — please migrate.

Deprecated aliasUse instead
borghive_extractgctrl_extract
borghive_querygctrl_query
borghive_storegctrl_store
borghive_fusegctrl_fuse
borghive_search_entitiesgctrl_search_entities
borghive_list_graphsgctrl_list_graphs
borghive_list_ontologiesgctrl_list_ontologies
borghive_list_extractionsgctrl_list_extractions
borghive_schemagctrl_schema

Quickstart (npm)

Published on npm as gctrl-mcp and in the official MCP Registry as io.github.GCTRL-TECH/gctrl. Add to your MCP client config (Claude Code, Claude Desktop, Cursor, Codex, …):

json
{  "mcpServers": {    "gctrl": {      "command": "npx",      "args": ["-y", "gctrl-mcp"],      "env": {        "GCTRL_GATEWAY_URL": "http://localhost:4000/api/agent/mcp",        "GCTRL_API_TOKEN": "gctrl_..."      }    }  }}

Requires a running GCTRL harness (get started).

Coding with GCTRL (recommended for coding agents)

Run the server in direct mode next to your gateway entry so the agent gets the local code tools, and let it keep the repository's Codebase KB current on its own:

json
{  "mcpServers": {    "gctrl":      { "command": "npx", "args": ["-y", "gctrl-mcp"],                    "env": { "GCTRL_GATEWAY_URL": "https://<host>/api/agent/mcp", "GCTRL_API_TOKEN": "gctrl_..." } },    "gctrl-code": { "command": "npx", "args": ["-y", "gctrl-mcp"],                    "env": { "GCTRL_API_URL": "https://<host>/api", "GCTRL_API_TOKEN": "gctrl_...",                             "GCTRL_MCP_TOOLS": "code", "GCTRL_CODE_AUTO_INDEX": "cwd" } }  }}

With GCTRL_CODE_AUTO_INDEX=cwd the server indexes the directory the MCP client launched it in (incremental - a warm repo takes seconds) right after start-up, and the agent's first gctrl_code_symbol hits a current graph. The server's instructions carry the coding protocol every connected agent follows: index once per session, navigate through gctrl_code_symbol / gctrl_code_trace / gctrl_code_architecture BEFORE reading files, run gctrl_code_impact before changing a symbol, re-index after larger edits, ask gctrl_query for the why and store decisions next to the symbols with gctrl_store. Measured on GCTRL's own repository: structural questions answered through the graph used 95.6 % fewer tokens than grep-and-read.

Configuration

Env varPurpose
GCTRL_GATEWAY_URLRecommended: URL of your harness's MCP gateway (http://<host>:4000/api/agent/mcp). The stdio server acts as a thin authenticated proxy.
GCTRL_API_URLAlternative direct mode: GCTRL API base URL (http://<host>:4000/api); tools run locally against the API.
GCTRL_API_TOKENScoped GCTRL Access Token (gctrl_…), created in Settings → Access Control with a clearance level + per-graph grants. Least privilege — the agent sees exactly what the token is cleared for.
GCTRL_MCP_TOOLSOptional tool-set filter. Set to code to register only the local code tools (gctrl_code_index, gctrl_code_symbol, gctrl_code_trace, gctrl_code_impact, gctrl_code_architecture) — used for the Anvil/Hermes gctrl-code stdio entry, kept separate from the HTTP-gateway gctrl/gctrl-projekt entries. Direct mode only: in gateway mode the gateway's own tool list is proxied verbatim, so the filter has no effect and the server says so on startup.

| GCTRL_CODE_AUTO_INDEX | Direct mode: cwd (or a repository path) indexes that repository in the background right after start-up - incremental, never fatal. Makes the Codebase KB automatic instead of a habit. | | GCTRL_CODE_COMPILATION_ID | Direct mode: the CODE compilation gctrl_code_index uses when the agent passes none (one project = one repo = one code graph). An explicit compilationId from the agent still wins. | | GCTRL_CODE_FOLDER | Direct mode: folder path (Users/<name>/Code) for a code graph the server auto-creates as <repo> (code). Hosts that launch the server per user (Anvil) set it so every colleague's code lands in their own folder; without it GCTRL files under the account owner's Users/<owner>/Code. |

Dev-only fallback: GCTRL_EMAIL + GCTRL_PASSWORD (full-clearance JWT). Avoid in production.

Build from source

bash
cd borghive/services/mcpnpm installnpm run build

Working on the code indexer

gctrl-code-indexer is an optional dependency and is not on npm yet, so a plain npm install here will not fetch it. To develop or test gctrl_code_index against the in-repo package, link it once:

bash
cd borghive/packages/code-indexer && npm ci && npm run buildcd ../../services/mcp && npm install ../../packages/code-indexer --no-save# or: npm link ../../packages/code-indexer

The server's types for the indexer are declared locally, so npm run build passes with or without the package installed - the difference is only whether gctrl_code_index works at runtime or returns its install hint.

Publish order

gctrl-mcp and gctrl-code-indexer are two npm packages and must go out in this order:

  1. Publish [email protected].
  2. Switch optionalDependencies in services/mcp/package.json to a real registry range (it already reads ^0.1.0; confirm it resolves) and re-run npm install.
  3. Bump gctrl-mcp to 1.1.0 (package.json + package-lock.json root).
  4. Publish gctrl-mcp.

Bumping gctrl-mcp BEFORE the indexer is on npm would break npx gctrl-mcp for every existing user - which is exactly why the version sits at 1.0.1 today.

Source: services/mcp/README.md at commit 80186ae

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v1.2.0LatestSep 16, 2026

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