embeddings mcp servers

plastic-labs/honcho

MCP server Claude CodeCodexCursor +2

Memory that reasons: continual learning for stateful agents. Better context, fewer tokens. Remote server at mcp.honcho.dev.

giancarloerra/SocratiCode

MCP server Claude CodeCodexCursor +2

SocratiCode — MCP server for local codebase indexing, semantic search, and code dependency graphs. All private, all local via Docker. Runs locally from the socraticode npm package.

samvallad33/vestige

MCP server Claude CodeCodexCursor +2

Local-first memory for AI agents that reaches backward to find a failure's root cause. Runs locally from the vestige-mcp-server npm package.

NeoLi00/memX

MCP server Claude CodeCodexCursor +2

MCP server "memx" as configured in NeoLi00/memX. Runs ${CLAUDE_PLUGIN_ROOT}/dist/.runtime/src/bin/memx-mcp.mjs with node. Needs 3 environment variables to run.

scarletkc/vexor

MCP server Claude CodeCodexCursor +2

A semantic search engine for files and code. Runs locally from the vexor Python package. Needs 3 environment variables to run.

Helweg/open-codebase-index

MCP server Claude CodeCodexCursor +2

Host-neutral semantic codebase search with embeddings, symbol discovery, and call-graph tooling. Runs locally from the opencode-codebase-index npm package.

cyberlife-coder/VelesDB

MCP server Claude CodeCodexCursor +2

MCP server "velesdb-memory" as configured in cyberlife-coder/VelesDB. Launched with https://github.com/cyberlife-coder/VelesDB/releases/download/velesdb-memory-v0.9.

major7apps/pensyve

MCP server Claude CodeCodexCursor +2

MCP server "pensyve", hosted remotely at mcp.pensyve.com, as configured in major7apps/pensyve.

major7apps/pensyve

MCP server Claude CodeCodexCursor +2

Universal memory runtime for AI agents — episodic, semantic, and procedural memory. Remote server at mcp.pensyve.com.

msdanyg/smart-connections-mcp

MCP server Claude CodeCodexCursor +2

Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private. Runs locally from the smart-connections-mcp npm package. Needs 1 environment variable to run.

kapillamba4/code-memory

MCP server Claude CodeCodexCursor +2

A deterministic, high-precision code intelligence MCP server. Runs locally from the code-memory Python package. Needs 2 environment variables to run.

MVPandey/CAE

MCP server Claude CodeCodexCursor +2

MCP server "conversationalanalysisengine" as configured in MVPandey/CAE. Runs locally from the ConversationalAnalysisEngine Python package.

userFRM/rpg-encoder

MCP server Claude CodeCodexCursor +2

Semantic code graph for AI-assisted code understanding via tree-sitter and MCP. Runs locally from the rpg-encoder npm package.

gambletan/cortex

MCP server Claude CodeCodexCursor +2

MCP server "cortex" as configured in gambletan/cortex. Runs in Docker (ghcr.io/gambletan/cortex:v1.8.0).

pvliesdonk/markdown-vault-mcp

MCP server Claude CodeCodexCursor +2

Generic markdown vault MCP with hybrid search. Runs locally from the markdown-vault-mcp Python package. Needs 81 environment variables to run.

roomi-fields/rtfm

MCP server Claude CodeCodexCursor +2

MCP server "rtfm" as configured in roomi-fields/rtfm. Launched with rtfm-serve. Needs 1 environment variable to run.

norrietaylor/distillery

MCP server Claude CodeCodexCursor +2

Persistent shared memory for Claude Code — MCP server with DuckDB vector search, semantic dedup, and ambient intelligence for team knowledge. Runs locally from the distillery-mcp Python package. Needs 2 environment variables to run.

Fortemi/fortemi

MCP server Claude CodeCodexCursor +2

MCP server "fortemi" as configured in Fortemi/fortemi. Runs ./mcp-server/index.js with node. Needs 2 environment variables to run.

Destrayon/Connapse

MCP server Claude CodeCodexCursor +2

MCP server "connapse" as configured in Destrayon/Connapse. Runs in Docker (ghcr.io/destrayon/connapse:v0.3.2).

vornicx/Midas

MCP server Claude CodeCodexCursor +2

MCP server for Midas — local-first, source-traceable agent memory with no LLM at ingest. Runs locally from the midas-memory-mcp Python package. Needs 4 environment variables to run.

keshrath/agent-knowledge

MCP server Claude CodeCodexCursor +2

Cross-session memory and recall for AI agents — git-synced knowledge base, knowledge graph, confidence scoring, hybrid semantic+TF-IDF search, auto-distillation with secrets scrubbing. Runs locally from the agent-knowledge npm package.

SylphxAI/coderag

MCP server Claude CodeCodexCursor +2

Context7's hosted MCP server: up-to-date library documentation and code examples on demand. Remote server at mcp.context7.com.

SylphxAI/coderag

MCP server Claude CodeCodexCursor +2

Locus — local-first hybrid code search MCP (transitional id @sylphx/coderag-mcp; brand @sylphx/locus). Runs locally from the @sylphx/coderag-mcp npm package. Needs 3 environment variables to run.

spak2005/smart-mcp

MCP server Claude CodeCodexCursor +2

Intelligent MCP tool routing — reduce context bloat by serving only relevant tools. Runs locally from the smartmcp-router Python package.