Code indexing for better AI code generation
Code indexing for better AI code generation
A code and document intelligence server that indexes Git repositories and provides search through MCP and REST APIs.
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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 |
|---|---|
| kodit_repositories | List all indexed repositories |
| kodit_semantic_search | Semantic similarity search across code |
| kodit_keyword_search | BM25 keyword search |
| kodit_visual_search | Search document page images |
| kodit_grep | Regex pattern matching |
| kodit_ls | List files by glob pattern |
| kodit_read_resource | Read file content by URI |
| kodit_architecture_docs | Architecture documentation for a repo |
| kodit_api_docs | Public API documentation |
| kodit_database_schema | Database schema documentation |
| kodit_cookbook | Usage examples and patterns |
| kodit_commit_description | Commit description |
| kodit_wiki | Wiki table of contents |
| kodit_wiki_page | Read a specific wiki page |
{
"mcpServers": {
"kodit": {
"command": "docker",
"args": ["run", "-i", "--rm", "registry.helix.ml/helix/kodit"],
"env": {
"ENRICHMENT_ENDPOINT_BASE_URL": "your-value",
"EMBEDDING_ENDPOINT_API_KEY": "your-value",
"EMBEDDING_ENDPOINT_BASE_URL": "your-value",
"EMBEDDING_ENDPOINT_SOCKET_PATH": "your-value",
"BASE_URL": "your-value",
"VISION_EMBEDDING_ENDPOINT_BASE_URL": "your-value",
"VISION_EMBEDDING_ENDPOINT_API_KEY": "your-value",
"VISION_EMBEDDING_ENDPOINT_SOCKET_PATH": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| ENRICHMENT_ENDPOINT_BASE_URL | Endpoint or connection string the server talks to. | Yes |
| EMBEDDING_ENDPOINT_API_KEY | Credential the server authenticates with. | Yes |
| EMBEDDING_ENDPOINT_BASE_URL | Endpoint or connection string the server talks to. | Yes |
| EMBEDDING_ENDPOINT_SOCKET_PATH | Filesystem location the server is allowed to use. | Optional |
| BASE_URL | Endpoint or connection string the server talks to. | Yes |
| VISION_EMBEDDING_ENDPOINT_BASE_URL | Endpoint or connection string the server talks to. | Yes |
| VISION_EMBEDDING_ENDPOINT_API_KEY | Credential the server authenticates with. | Yes |
| VISION_EMBEDDING_ENDPOINT_SOCKET_PATH | Filesystem location the server is allowed to use. | Optional |
Store entities, relations and observations in a local knowledge graph with the reference Memory MCP server.
A structured scratchpad for hard problems — stepwise reasoning with revisions, branches and visible logic.
Symbol-level code navigation, refactoring and memory for coding agents — the IDE brain your assistant has been missing.
Stop letting your assistant hallucinate n8n node parameters — this server hands it the real schemas, templates and validation.
Chat with your second brain — search, read and write vault notes through the Local REST API.
Enables AI assistants to securely interact with Azure DevOps through a standardized protocol.