RAG Code Search Agent
by pratishank05
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| MCP_HOST | No | Host for SSE transport | 127.0.0.1 |
| MCP_PORT | No | Port for SSE transport | 8080 |
| CHUNK_SIZE | No | Maximum tokens per code chunk | 500 |
| CLAUDE_MODEL | No | Claude model for answer generation | claude-sonnet-4-20250514 |
| RERANK_TOP_K | No | Number of top documents after re-ranking | 10 |
| CHUNK_OVERLAP | No | Overlap lines between adjacent chunks | 50 |
| MCP_TRANSPORT | No | MCP server transport: stdio or sse | stdio |
| CHROMA_DB_PATH | No | Path to ChromaDB persistent storage | data/chroma_db |
| OPENAI_API_KEY | No | API key for OpenAI embeddings (when provider is openai) | |
| RERANKER_MODEL | No | Cross-encoder model for re-ranking | cross-encoder/ms-marco-MiniLM-L-6-v2 |
| EMBEDDING_MODEL | No | Local embedding model name | sentence-transformers/all-MiniLM-L6-v2 |
| RETRIEVAL_TOP_K | No | Number of documents to retrieve from ChromaDB | 20 |
| ANTHROPIC_API_KEY | No | API key for Claude (query rewriting, context compression, answer generation) | |
| CLAUDE_HAIKU_MODEL | No | Claude model for query rewriting and context compression | claude-haiku-4-20250414 |
| EMBEDDING_PROVIDER | No | Embedding provider: local or openai | local |
| CONTEXT_TOKEN_LIMIT | No | Maximum tokens for compressed context | 4000 |
| SIMILARITY_THRESHOLD | No | Minimum cosine similarity for retrieval results | 0.5 |
| OPENAI_EMBEDDING_MODEL | No | OpenAI embedding model name | text-embedding-3-small |
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Server capabilities have not been inspected yet.
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
No tools | |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
This server cannot be deployed
Maintenance
ActivityInactive
ResponsivenessNo issues