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  • A
    license
    Not graded
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    B
    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    47
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    21 npm
    288
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.
    60
    BSD 3-Clause
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables natural-language interaction with Gmail, including reading, searching, drafting, and managing emails, with safety features like read-only mode and bounded reads.
    Apache 2.0
  • A
    license
    Not graded
    quality
    F
    maintenance
    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    1,616
    BSD 3-Clause
  • F
    license
    Not graded
    quality
    B
    maintenance
    Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP.
    112
    -
  • A
    license
    A
    quality
    D
    maintenance
    Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos, issues, PRs, labels, releases, bounties, and DAO proposals. Auto-wallet on first use, trust tiers, and approval mode for human-in-the-loop.
    57
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Serves local coding-agent session history over stdio, letting MCP-capable agents search past sessions across Codex, Claude Code, Gemini CLI, OpenCode, jcode, and Pi and read bounded, secret-redacted transcripts. Read-only mode restricts it to search and transcript tools, while write-enabled mode can create copies of a conversation in another agent's native format.
    4
    63
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that purchases small factual datasets on demand via x402 micropayments (about $0.01 per call), offering tools for financial research, fuel prices, air quality, and border crossings while supporting preview-only mode and configurable spending limits.
    8
    MIT
  • F
    license
    A
    quality
    A
    maintenance
    A persistent, Git-versioned map of your whole codebase and database schema that coding agents read before they touch anything. Local-first MCP server + CLI in Go: a governed repository index of code knowledge that gives Claude Code, Codex, Cursor, and opencode long-term context, memory, and code intelligence.
    9
    1,912
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  • A
    license
    B
    quality
    D
    maintenance
    A WorkFlowy MCP Server with node creation, recursive gets, updates, completions, search and replace (with a dry run mode), usage reports, a configurable list of exposed commands and customizable log output.
    10
    72
    MIT
  • A
    license
    C
    quality
    B
    maintenance
    Local-first knowledge operating system and deterministic issue-to-PR factory for AI coding agents. Features hybrid storage (SQLite+FTS5), 7-mode token-aware context compiler, LifeOS txonomy, and MCP stdio server.
    39
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides structured, tool-based access to a Honeybadger account's API, enabling users to browse projects, inspect faults and notices, work with dashboards, alarms, and check-ins, and retrieve reference documentation such as BadgerQL. Runs in read-only mode by default, with optional write and delete operations, and can connect either through the hosted OAuth endpoint or a self-hosted stdio/Docker deployment.
    25
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    RegressGuard is an MCP server that records a known-good baseline and lets AI coding agents detect regressions (broken API contracts, failing tests, schema changes) during their edit loop, allowing them to self-correct before committing.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to manage Trello boards, cards, checklists, comments, and attachments over local stdio, with compact curated responses. Supports workspace allowlists, tool selection profiles, and an opt-in read-only mode for safer access.
    5
    GPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to structurally understand a Moodle installation and its plugins, so they can answer codebase questions and scaffold plugins that follow existing conventions. It scans Moodle sources and generates Markdown context files, indexes, and MCP tools/resources/prompts for querying, diagnosing, and maintaining that understanding.
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes 30+ novel-writing tools over stdio or HTTP so external agents such as Claude Code or WorkBuddy can use their own models and API keys to read chapters, write prose, manage characters, foreshadowing, story arcs and worldbuilding, run local semantic search, and launch review sub-agents. Supports one-click enabling with configurable port, token, and approval mode.
    AGPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides fully local, privacy-preserving semantic search over file names and paths via MCP, using BGE embeddings for fuzzy matching and supporting incremental updates, watch mode, and a loopback-only HTTP server.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Unofficial MCP server for Hive (British Gas) smart heating. Lets Claude and other AI assistants check your thermostats, radiator valves, hot water, plugs and lights and, if you allow it, boost the heating, set temperatures, switch on the hot water and set holiday mode. Read-only by default, with an optional audit log of every change. Runs in Docker or as a one-click Claude Desktop bundle.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that provides AI coding assistants with access to call graphs, data flows, and security analysis for multi-file vulnerability detection.
    143
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Turns a codebase into a queryable graph with semantic search, call graphs, and control/data flow analysis, served to AI coding agents via the Model Context Protocol.
    256 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables reading and searching API documentation from YApi instances, allowing AI models to access interface definitions, project API lists, and search through API endpoints using YApi URLs or project IDs.
    13 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides coding agents with real-time, code-aware functionality to locate relevant files and search code within a repository based on bug reports or queries.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that provides persistent memory for AI agents, enabling context retention across sessions and supporting vibe-loop workflows where agent promises and deliverables are tracked and validated.
    2
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    AI modifies a function but misses 5 callers that also need updating. crag fixes this — it builds precise call graphs via static analysis, so AI knows exactly what's affected before making changes.
    2
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