"FIRST" matching MCP servers:

• CodeScope

  Ibadat-Ali86

  A

  license

  -

  quality

  B

  maintenance

  A local-first MCP preflight system to help AI inspect Python repositories before generating code, enabling reuse, extend, or create decisions. Currently in early development with only foundational modules implemented.

  Last updated 2026-07-21

  MIT

• @codesift/mcp

  rutvikchandla3

  A

  license

  -

  quality

  B

  maintenance

  MCP server for local-first lexical code search, providing tools for searching code, finding symbols, and reading chunks from indexed repositories.

  Last updated 2026-06-26

  MIT

• repogrammar_context

  SioYooo

  A

  license

  -

  quality

  A

  maintenance

  A read-only MCP tool that provides local-first, source-backed repository context for coding agents, returning metadata and a bounded read plan without requiring full file reads.

  Last updated 2026-07-23

  128

  MIT

• SnapBack

  Hiverwin

  A

  license

  -

  quality

  C

  maintenance

  Enables local-first task contract generation and drift/sludge guard checks for coding tasks, with CLI and VS Code extension support.

  Last updated 2026-07-06

  22

  MIT

• codeskeleton

  dugd

  A

  license

  -

  quality

  B

  maintenance

  Enables AI agents to efficiently read Python code by first providing file skeletons then fetching only needed implementations, reducing noise and cost.

  Last updated 2026-05-14

  3

  MIT

• embecode

  jdtzmn

  A

  license

  -

  quality

  D

  maintenance

  Local-first MCP server for semantic + keyword hybrid code search. Zero external services, no API keys required.

  Last updated 2026-02-27

  MIT

• Knossos MCP

  AraneaDev

  A

  license

  -

  quality

  A

  maintenance

  Local-first MCP server that scans a repository once and answers architecture questions from an evidence-backed graph, enabling dependency analysis, impact analysis, and codebase exploration without re-reading the source tree.

  Last updated 2026-07-26

  MIT

• graphward

  speadskater

  A

  license

  -

  quality

  B

  maintenance

  Private, local-first code intelligence MCP server that builds a static graph of repositories and exposes search, architecture, impact analysis, and review tools via MCP.

  Last updated 2026-07-23

  MIT

• codebase-memory-mcp

  sameer2191

  A

  license

  -

  quality

  A

  maintenance

  Local-first repository memory for AI coding agents that indexes codebases into SQLite and exposes it through MCP tools, with a browser dashboard for architecture inspection.

  Last updated 2026-07-25

  7

  MIT

• codemap

  abdul-hamid-achik

  A

  license

  -

  quality

  A

  maintenance

  MCP server for local-first code intelligence, providing structural code graph, semantic search, and impact analysis to AI agents.

  Last updated 2026-07-24

  1

  MIT

• CodeAtlas MCP Enterprise

  giauphan

  A

  license

  -

  quality

  A

  maintenance

  Ultra-lightweight, local-first MCP server for AI-powered code intelligence, providing AST-based analysis and 20+ tools while ensuring zero data leakage.

  Last updated 2026-07-28

  54

  MIT

• Strata

  G-Schumacher44

  A

  license

  -

  quality

  D

  maintenance

  Enables AI agents to analyze LookML repositories for dead code, PDT costs, schema drift, and migration impact, using offline-first analysis of Looker and BigQuery metadata.

  Last updated 2026-07-19

  Apache 2.0

• CodeGraph Memory MCP Lite

  StaryMoon

  A

  license

  -

  quality

  B

  maintenance

  Local-first MCP-style code memory for research repositories: enables file search, Python symbol extraction, import graph, and repo context packs.

  Last updated 2026-07-02

  MIT

• BLUEPRINT.MCP

  Vedv7

  A

  license

  -

  quality

  A

  maintenance

  Provides architectural memory for AI coding agents, enabling reuse of existing abstractions and advisory-first guidance on code placement and imports.

  Last updated 2026-05-27

  5

  MIT

• Malon

  malon-mcp

  A

  license

  -

  quality

  B

  maintenance

  Local-first MCP server for AI coding agents that provides isolated code search, memory ledger, context rot detection, and cost governance.

  Last updated 2026-07-21

  124

  2

  MIT

• FedRAMP 20x MCP Server

  KevinRabun

  A

  license

  -

  quality

  D

  maintenance

  Provides access to FedRAMP 20x security requirements and controls with Azure-first guidance.

  Last updated 2026-02-21

  5

  MIT

• artifactgraph

  raintr91

  F

  license

  -

  quality

  B

  maintenance

  Enables local-first analysis of platform specifications against registries, identifying gaps and generating allowlisted code for Cursor and CLI workflows.

  Last updated 2026-07-27

• gdb-mcp

  Mistyovo

  -

  license

  -

  quality

  C

  maintenance

  GDB MCP server for binary security research (reverse engineering / PWN) with first-class pwndbg integration, enabling heap analysis, cyclic pattern, checksec, ROP gadgets, and more via MCP protocol.

  Last updated 2026-07-22

• mcp-vector-search

  bobmatnyc

  F

  license

  -

  quality

  B

  maintenance

  A CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.

  Last updated 2026-05-21

  51

• ContextBridge

  tijuthomas5

  F

  license

  -

  quality

  A

  maintenance

  Local-first code retrieval for AI agents — cuts codebase context from thousands of tokens to a few hundred, with zero hallucinated file paths.

  Last updated 2026-07-21

  3