Find code by meaning using semantic and structural search. Combines vector embeddings with graph analysis to locate features based on natural language descriptions, returning relevant files and dependencies.
MIT
206,405 tools. Last updated 2026-06-17 13:10
"A simple memory MCP server with read/write tools and vector database search" matching MCP tools:
- Troubleshoot missing memory search results or assess local data footprint by retrieving entry count, size, distinct tags, embedding index status, and last-write timestamp from the local memory database.AGPL 3.0
- Scan public MCP descriptor metadata for advisory risk signals before trusting an MCP server. Flags mutating tools, payment language, credential signals, or missing metadata in JSON output.MIT
- Initialize a new vector collection at a specified path, define its vector and scalar fields with optional indexes, and open it for use.Apache 2.0
- Retrieve a safe, read-only summary of the Geond Agent Protocol MCP server to understand its purpose, version, environment variables, tool groups, setup hints, and example workflows before connecting to PostgreSQL.Apache 2.0
- Open a saved vector collection from disk for read-write or read-only use, enabling vector search and document retrieval.Apache 2.0
Matching MCP Servers
- Alicense-qualityDmaintenanceA secure vector-based memory server that provides persistent semantic memory for AI assistants using sqlite-vec and sentence-transformers. It enables semantic search and organization of coding experiences, solutions, and knowledge with features like auto-cleanup and deduplication.Last updatedMIT
- Alicense-qualityDmaintenanceEnables AI assistants to save and recall information from files or free-form notes using natural language, acting as a long-term memory system.Last updatedMIT
Matching MCP Connectors
One memory, every AI. A shared, user-owned markdown memory your AI clients read and write over MCP.
Cloudflare Workers MCP server: agent-memory
- Execute read-only SQL SELECT queries against a database connection, returning rows, columns, row count, and execution time while rejecting unsafe statements.MIT
- Run read-only GraphQL queries against Infrahub to perform relationship traversal, aggregation, or access fields not exposed by simpler tools.Apache 2.0
- Search for similar documents by vector similarity, with optional scalar filters like age > 25.Apache 2.0
- Check if the MCP server is alive and responsive. Returns a pong with timestamp and server version.MIT
- Search Zvec vector stores by converting natural language queries into embeddings and retrieving similar items from a specified collection.Apache 2.0
- Get available Managed Database plan types with vCPU, memory, disk, supported engines, and price.Apache 2.0
- Search agent transcripts, changesets, and shared development memory to retrieve evidence relevant to a question, enabling reuse of prior context before editing or reviewing code.Apache 2.0
- Retrieve a list of all available tools on the SSH remote management server along with their descriptions.GPL 3.0
- Retrieve a merchant's MCP server configuration, available tools, rate limits, and capabilities to obtain integration details after searching for merchants.MIT
- Combine BM25 keyword search with vector ANN search in a single pass. Use for RAG when either semantic or keyword search alone is insufficient.MIT
- Search memories by natural-language query with optional importance and similarity filters. Returns ranked results with similarity scores.MIT
- Auto-calibrates vector search threshold by analyzing random memory pairs and setting a statistical cutoff, adapting to embedding model and corpus without requiring labeled data.MIT
- Define and enforce access rules for Snowflake databases, specifying which roles can read or write to specific schemas and tables, with optional scheduling.GPL 3.0
- Execute SQL queries to interact with GreptimeDB using MySQL dialect. Read-only by default; write allowed when enabled.MIT