codeintel
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@codeintelshow findings for beancounter"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
codeintel
codeintel is a uv-managed Python 3.12 code-intelligence platform. It reads configured repositories without modifying them, extracts deterministic fact JSON, and loads those facts into an embedded Kuzu graph for canned queries, raw Cypher, drift checks, maps, and MCP access.
Outputs live under out/<target>/; target repositories stay read-only.
Install (system-wide)
uv tool install --editable /home/hermes/code-intelPuts codeintel on PATH (~/.local/bin), runnable from any directory. Editable: platform
changes take effect without reinstalling. Targets can be referenced by name or root path:
codeintel findings ~/beancounter
codeintel brief ~/beancounter --about classify_scan_typeRelated MCP server: Open Mind
Quickstart
codeintel targets
codeintel index beancounter # or: codeintel index ~/beancounter
codeintel query beancounter files-by-component
codeintel refresh beancounter
codeintel findings beancounter
codeintel mcp beancounter(Inside the repo, uv run codeintel … works too and always uses the project venv.)
The query graph uses one Node table and one Edge relationship table. Contract kinds such as File, Route, Dependency, CALLS, and HANDLED_BY are stored in the kind property.
Docs
Usage: install, index, refresh, and validated Cypher examples.
New Target: target YAML schema and component guidance.
Extending: adding extractors and deterministic fact rules.
Schema: implemented node and edge kinds.
v1 Status
The v1 surface is intentionally thin: extractors write facts, the loader rebuilds a local Kuzu graph, and query tools read that graph. The richer extractors are optional registry modules, so a target can still index when a specific extractor is absent or fails. Drift snapshots are written by refresh; facts themselves remain timestamp-free for deterministic diffs.
This server cannot be installed
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
Related MCP Connectors
The Cortex MCP server provides read-only access to real-time engineering context from the Cortex developer portal, allowing AI coding assistants to answer natural language questions about your organization's catalog (microservices, libraries, domains, teams, infrastructure), scorecards (engineering standards and best practices), initiatives (goals and deadlines), and Engineering Intelligence metrics. It includes tools for querying documentation, tracking personal entities, and accessing AI-assisted insights across the entire Cortex ecosystem.
Guarded MCP server for agent-readable business truth, provenance, readiness, and discovery.
MCP server for progressive tool usage at any scale (see https://klavis.ai)
Related MCP Servers
- FlicenseNot gradedqualityBmaintenanceMCP server for indexing source code from repositories into a Neo4j graph database and enabling Graph RAG-based search and traversal of functions via natural language queries.
- AlicenseNot gradedqualityBmaintenanceMCP server that builds a deterministic, source-traceable knowledge index of any codebase, enabling glossary lookup, code graphs, and exact-token search with every fact linked to its source file and line.141MIT
- AlicenseNot gradedqualityBmaintenancePrivate, local-first code intelligence MCP server that builds a static graph of repositories and exposes search, architecture, impact analysis, and review tools via MCP.MIT
- AlicenseNot gradedqualityAmaintenanceA persistent code-intelligence MCP server that builds a queryable knowledge graph of your codebase, enabling AI assistants to perform cross-file structural reasoning, dependency analysis, and blast radius detection.6MIT
Latest Blog Posts
- Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)By Om-Shree-0709 on .mcpAgent IdentityOAuth 2.1
- Your AI Chatbot Just Exposed Your CEO's Salary to an InternBy Om-Shree-0709 on .Agent IdentityMCP SecurityOAuth Delegation
- Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)By Om-Shree-0709 on .Agentic AiPrompt InjectionWebAssembly
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/0xstubbs/code-intel'
If you have feedback or need assistance with the MCP directory API, please join our Discord server