"IBM MCP Context Forge - Model Context Protocol Framework" matching MCP servers:

• Vibe Model Context Protocol

  non-npc

  A

  license

  -

  quality

  D

  maintenance

  A Python-based server for managing and analyzing code context for AI-assisted development. Provides real-time code analysis, project structure analysis, dependency tracking, and secure API endpoints.

  Last updated 2025-05-11

  15

  MIT

• context-server

  context-server

  A

  license

  -

  quality

  A

  maintenance

  A lightweight MCP server for semantic search over markdown knowledge bases, enabling AI coding agents to index, search, and answer questions from local markdown documents.

  Last updated 2026-07-18

  MIT

• Slack Gitlab Digest Model

  chaodonghu

  F

  license

  -

  quality

  D

  maintenance

  Summarizes Slack activity and GitLab merge requests with OpenAI to help generate daily standups, weekly reports, or quarterly check-ins.

  Last updated 2026-01-12

• Context Mode

  mksglu

  A

  license

  A

  quality

  A

  maintenance

  An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.

  Last updated 2026-07-18

  11

  13,202

  19,060

  Elastic 2.0

• 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

• Context Snipe

  RP-Digital-Innovations

  A

  license

  A

  quality

  A

  maintenance

  Deterministic dependency + CVE context for AI coding tools, over the Model Context Protocol. A ~0.85 MB pure-Rust MCP server.

  Last updated 2026-06-17

  2

  1

  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 2026-06-25

  5

  53

  MIT

• context-diamond

  RainCherb

  A

  license

  B

  quality

  B

  maintenance

  Enables LLM agents to compress handoffs into structured, auditable context capsules, preserving goals, constraints, decisions, and risks without external API calls.

  Last updated 2026-06-15

  3

  19

  MIT
• 

  CMR Model Context Protocolofficial

  podaac

  F

  license

  B

  quality

  F

  maintenance

  An MCP server that integrates AI retrievals with NASA's Common Metadata Repository (CMR), allowing users to search NASA's catalog of Earth science datasets through natural language queries.

  Last updated 2026-04-12

  1

  4

• 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

• Context Sync

  Intina47

  A

  license

  -

  quality

  B

  maintenance

  An open-source memory layer that provides persistent project context and architectural history for AI development tools across multiple platforms and sessions. It enables AI assistants to maintain a shared understanding of codebases while integrating directly with services like Notion for documentation management.

  Last updated 2026-04-11

  117

  181

  MIT

• Context Processor

  mschultheiss83

  A

  license

  -

  quality

  D

  maintenance

  An MCP server for saving, managing, and enhancing context with pre-processing strategies like clarification, analysis, and search optimization.

  Last updated 2026-06-22

  6

  MIT

• Context Bridge

  Codinglone

  A

  license

  -

  quality

  A

  maintenance

  A unified context layer that connects your local data — repositories, documents, remote machines, and notes — to LLM interfaces through the Model Context Protocol (MCP).

  Last updated 2026-05-20

  1

  MIT

• personal-context

  Ayush7614

  A

  license

  -

  quality

  A

  maintenance

  Aggregates your digital footprint (GitHub, blogs, resume) into a single AI-readable profile and exposes it via MCP tools so AI agents can query your context live.

  Last updated 2026-06-18

  1

  MIT

• claude-context

  lbruton

  A

  license

  -

  quality

  C

  maintenance

  Enables Claude to index and retrieve context from codebases using self-hosted Milvus for semantic search, with hardened reliability and security for production use.

  Last updated 2026-06-29

  23

  1

  MIT

• Context-MCP

  vshavlidze

  A

  license

  -

  quality

  D

  maintenance

  Intelligent context manager for AI coding assistants that uses a three-level memory system (core, active, archive) to remember project context across conversations.

  Last updated 2026-01-09

  MIT

• context-portal

  GreatScottyMac

  A

  license

  -

  quality

  D

  maintenance

  context-portal

  Last updated 2026-01-27

  764

  Apache 2.0

• 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-bridge

  hussain-alsaibai

  A

  license

  -

  quality

  C

  maintenance

  Context Bridge is a lightweight MCP server that builds a persistent semantic knowledge graph of your codebase, enabling AI assistants to query complex codebases with sub-millisecond latency without re-reading files every session.

  Last updated 2026-06-20

  6

  MIT

• Context MCP

  geq1fan

  A

  license

  -

  quality

  C

  maintenance

  Provides AI agents with secure, read-only file system access to analyze and understand project codebases, enabling multi-repository context aggregation and cross-project code tracing.

  Last updated 2025-11-01

  5

  MIT