Local-first MCP server: version-correct library docs, code map, and offline drift for your repo.
Local-first MCP server: version-correct library docs, code map, and offline drift for your repo.
Local codebase intelligence for AI coding agents — graph, drift, and version-correct docs on your machine
Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
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 |
|---|---|
| orient | start here: project overview, entry points, where to look first. |
| search_symbols | find a symbol by name or literal string. |
| query_graph | find code by meaning: symptoms, relationships, what-breaks-if. |
| get_node | inspect one symbol: signature, callers, callees, area. |
| find_path | shortest connection between two symbols. |
| impact_of | blast radius of a change: dependents, files, covering tests, risk. |
| tests_for | which tests cover a symbol. |
| get_graph_summary | code map overview: counts, languages, top areas and hubs. |
| list_areas | code areas (communities) by size. |
| list_hubs | most-depended-on symbols. |
| get_facts | deterministic facts for a node (contract / invariant / characterization). |
| guide_node | cited standards and practices for a node (OWASP/CWE). |
| check_drift | offline dependency inventory with optional git who-added attribution. |
| vuln_attribution | who introduced each open vulnerability, exposure windows, CRA remediation metrics. |
{
"mcpServers": {
"ai-context-server": {
"command": "npx",
"args": ["-y", "@vibgrate/cli"],
"env": {
"VIBGRATE_DSN": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| VIBGRATE_DSN | Endpoint or connection string the server talks to. | Yes |
Retrieve public web pages as readable Markdown with the reference Fetch MCP server, including pagination for longer responses.
Retrieve version-aware library documentation and code examples with Context7 MCP, using resolve-library-id and query-docs.
Dashboards, trackers and docs your agents build and keep current. Your team reads them by link.
Give AI agents full access to ITASCA PFC, FLAC3D, 3DEC, MPoint, MassFlow: docs, simulation, plots.
AI-manageable audio CDN: upload, transcode, normalize, stream & deliver audio, plus grounded docs.
MCP server for Opentrons HTTP API documentation and endpoint discovery