"A server for automatically scanning and loading database table structures into AI agent context" matching MCP servers:

• agent-context-graph

  Raviraj2024

  A

  license

  B

  quality

  B

  maintenance

  A local MCP server for AI coding agents that builds a queryable knowledge graph of files and symbols, enforces edit scope before file writes, and records append-only reasoning logs to explain changes.

  Last updated 2026-07-02

  10

  1

  MIT

• Developer Context Agent

  SinuxDev

  A

  license

  -

  quality

  B

  maintenance

  A token-efficient, codebase-aware AI agent runtime that provides MCP tools for starting runs, getting run states, explaining code, and finding files.

  Last updated 2026-06-29

  15

  MIT

• MCP as a Judge

  OtherVibes

  A

  license

  -

  quality

  C

  maintenance

  A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality code.

  Last updated 2025-12-15

  17

  MIT

• mcp-ai-agent-guidelines

  Anselmoo

  A

  license

  -

  quality

  C

  maintenance

  A TypeScript ESM MCP server exposing 20 public instruction tools and 7 utility tools, backed by 102 internal skills across 18 domain families — from requirements discovery and code quality through governance, resilience, and physics-inspired analysis.

  Last updated 2026-07-28

  1,121

  6

  MIT

• code-context

  jieyefriic

  A

  license

  -

  quality

  D

  maintenance

  Enables AI coding assistants to automatically scan, store, and query API endpoints from codebases, providing instant lookup and semantic search to reduce context switching and token consumption.

  Last updated 2025-11-25

  1

  MIT

• Context Coder MCP

  khromov

  A

  license

  -

  quality

  F

  maintenance

  Loads entire codebase into LLM context for AI-assisted code understanding and editing.

  Last updated 2026-02-04

  26

  17

  MIT

• fw-context-mcp

  turbyho

  A

  license

  A

  quality

  A

  maintenance

  Exposes tools for AI assistants to query a persistent SQLite+FTS5 index of C/C++ symbols parsed from real build commands, enabling sub-millisecond lookup, full-text search, and natural-language explanation without hallucination.

  Last updated 2026-07-27

  33

  6

  MIT

• code-context

  nachogeinfor-ops

  A

  license

  A

  quality

  B

  maintenance

  An MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.

  Last updated 2026-05-20

  8

  MIT

• Fast Context MCP

  SammySnake-d

  A

  license

  A

  quality

  B

  maintenance

  Enables AI-driven semantic code search by leveraging Windsurf's reverse-engineered protocol to perform multi-round local searches using natural language. It automatically executes bundled ripgrep and file operations to return relevant code snippets and file paths to MCP-compatible clients.

  Last updated 2026-06-07

  2

  90

  324

  MIT

• Codebase Context

  PatrickSys

  A

  license

  A

  quality

  B

  maintenance

  Provides AI assistants with real-time visibility into your codebase's internal libraries, team patterns, naming conventions, and usage frequencies to generate code that matches your team's actual practices.

  Last updated 2026-07-26

  11

  106

  58

  Elastic 2.0
• 

  @lex-tools/codebase-contextofficial

  lex-tools

  A

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs).

  Last updated 2025-08-02

  1

  0

  3

  Apache 2.0

• Code Context Provider MCP

  AB498

  A

  license

  A

  quality

  D

  maintenance

  Provides code context and analysis for AI assistants by extracting directory structures and code symbols using WebAssembly Tree-sitter parsers with zero native dependencies.

  Last updated 2025-09-22

  1

  99

  20

  MIT

• context-mcp

  vibhasdutta

  A

  license

  A

  quality

  A

  maintenance

  Provides persistent memory and a codebase knowledge graph for AI coding assistants, enabling shared context across multiple tools like Claude, Cursor, and ChatGPT, with significant token reduction.

  Last updated 2026-07-25

  5

  80

  MIT

• mcp-code-context

  achatainga

  A

  license

  B

  quality

  A

  maintenance

  Enables LLMs to efficiently read, write, and refactor code using precise AST-based operations, reducing token usage and context window waste.

  Last updated 2026-07-17

  25

  160

  3

  MIT

• Context Engine MCP Server

  Kirachon

  F

  license

  B

  quality

  A

  maintenance

  A local-first, agent-agnostic MCP server that provides semantic search, persistent memory, and automated code review capabilities for development workflows. It leverages the Auggie SDK to offer advanced tools for codebase indexing, implementation planning, and deterministic static analysis.

  Last updated 2026-07-15

  52

  48

• scythe-context-mcp

  Lianye-Scythe

  A

  license

  B

  quality

  A

  maintenance

  Local code context engine for Codex App/CLI that indexes code with SQLite/sqlite-vec for hybrid search and context packing to provide relevant files, line numbers, snippets, and paths.

  Last updated 2026-07-20

  7

  28

  2

  Apache 2.0

• git-context-mcp

  TamiShaks-2

  F

  license

  B

  quality

  D

  maintenance

  Provides AI coding agents with structured Git repository context including project state, code structure, activity, and risk analysis without modifying or uploading code.

  Last updated 2026-01-04

  5

  3

• mcp-for-programmer

  zaizaizhao

  F

  license

  C

  quality

  C

  maintenance

  A Model Context Protocol server that helps programmers understand code by providing explanations, tech stack analysis, and best practice suggestions through prompt templates.

  Last updated 2025-06-02

  3

  26

  1

• repo-context

  zyf0717

  A

  license

  D

  quality

  B

  maintenance

  Read-only repository context explorer for coding agents. Provides repository exploration tools via CLI or MCP adapter.

  Last updated 2026-06-19

  1

  GPL 3.0

• MCP Context Graph

  padobrik

  A

  license

  -

  quality

  B

  maintenance

  A self-contained, in-memory graph database for AI Agents. Provides semantic code understanding through the Model Context Protocol (MCP).

  Last updated 2026-07-08

  2

  MIT