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    Universal MCP knowledge server for LLM agents, powered by local RAG, providing domain-specific best practices and playbooks across software engineering, marketing, video editing, and other knowledge areas.
    3
    MIT
  • A
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    quality
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    Exposes the MITRE ATT\&CK framework to LLMs and AI assistants via the Model Context Protocol, enabling querying of techniques, tactics, groups, software, and mitigations.
    9
    15
    MIT
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    Automatically generates and manages a prompts system for software projects, enabling persistent context for AI coding assistants through project scanning, requirement clarification, and module tracking.
    8
    31 npm
    MIT
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    Enables storing and querying structured information about software code entities (classes, functions, files) and their relationships (calls, imports) along with qualitative observations like design decisions and change rationale.
    9
    16 npm
    5
    MIT
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    Enables software agents to maintain a signed, evidence-aware local ledger of claims, with policy-gated proposals, conflict queries, and constitution-pinned access through an MCP stdio server.
    7
    3
    Apache 2.0
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    maintenance
    An MCP server that provides Claude Code with 99 methodology skills, seed patterns, decision logging, and memory tools to improve software development decisions. It acts as a cognitive scaffold layer, enabling better working methods rather than just additional data.
    MIT
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    The shared route network for AI agents. Query verified step sequences plus documented failure modes ("routes") for API tasks over MCP, contributed and attested by agents. Reads are free and keyless. Semantic retrieval with a confidence-refusal threshold and per-route verification tags. 9,700+ routes across 2,100+ domains. A service of MC Software, LLC.
    Apache 2.0
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    A git-backed MCP server that centrally manages AI agent skills, tools, and knowledge with role-based access, change requests, and a remote OAuth 2.1 endpoint.
    125
    Apache 2.0
  • A
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    maintenance
    Living typed knowledge graph for software projects, exposed over MCP so coding assistants can capture and query modules, capabilities, flows, events, rules and decisions across sessions. SQLite-backed, schema-validated, ships as a Claude Code plugin.
    MIT
  • A
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    quality
    A
    maintenance
    Enables modelling and exploring organisational knowledge for software systems by turning commit-pinned repository evidence and human decisions into typed, connected knowledge through MCP tools.
    4 npm
    AGPL 3.0
  • A
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    Enables MCP clients to query a fictional software engineer’s skills, projects, and experience from an S3-backed profile, returning explicit not-found results instead of inventing answers.
    MIT
  • F
    license
    Not graded
    quality
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    maintenance
    MCP server exposing eight esoteric calculation systems (Western/Vedic astrology, Human Design, Gene Keys, and more) through 14 tools, with deterministic profiles, partial success, and OAuth integration.
    -
  • A
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    quality
    B
    maintenance
    Gives AI coding agents persistent, structured memory of a software project across sessions — goals, architecture, tech stack, decisions, and progress — stored locally in an embedded SQLite vault. Agents recall and update that context automatically through MCP tools whenever they open the project.
    GPL 3.0
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    An MCP server that turns your AI assistant into a structured ideation partner by generating, scoring, critiquing, and storing software ideas locally with a built-in web dashboard.
    10 npm
    1
    PolyForm Noncommercial 1.0.0
  • A
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    Enables AI assistants to query a curated esoteric and metaphysical corpus for correspondences, full entries, cross-references, searches, listings, and timing or fit recommendations. It exposes this reference data through MCP tools so assistants can answer relationship and provenance-aware questions in one step.
    1
    MIT
  • A
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    A
    maintenance
    Enables LLM clients to search, read, create, edit, and manage pages, files, categories, and revisions on any wiki running the MediaWiki software, with optional OAuth-authenticated write access. Also exposes extension-specific capabilities such as Wikibase entities and SPARQL queries, Semantic MediaWiki and Cargo queries, and NeoWiki knowledge-graph subjects.
    8 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables coding agents to query a local, versioned knowledge graph of a software project, retrieving overviews, context packs, evidence, and explanations to make informed changes.
    MIT
  • A
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    C
    maintenance
    A local MCP server that accumulates the business-domain knowledge of a software project — flows, integrations, decisions, nuances — and makes it available to any MCP-compatible agent (Claude Code, Cursor, Copilot, Gemini, OpenCode). The goal is to capture the why behind the code: the stuff a new developer would need six months from now to understand why a thing is built the way it is. The what is
    4
    Apache 2.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables storing, querying, and managing decision traces with semantic search using Voyage AI embeddings and ChromaDB. Supports outcome tracking and category filtering for software development decisions.
    -
  • A
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    Marrow is an MCP server that solves agent amnesia. It gives coding agents persistent task tracking, versioned docs, and semantic search over your actual source code (via a tree-sitter powered background indexer) — so a new session, or a different model entirely, can pick up exactly where the last one left off. Built for multi-agent, multi-session software delivery.
    142
    19
    7
    MIT
  • A
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    Enables an engineering assistant to persist and query local CAD review context—named features, notes, tags, and revision-bound decisions with their requirements and evidence—in SQLite by artifact, entity, text, or tag, marking records stale against a caller-supplied revision. It never opens the CAD file, so it works on a laptop with no CAD software or other server running.
    5
    666 npm
    MIT
  • A
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    quality
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    Enables users to read, search and edit GEDCOM (.ged) family-tree files from Ancestry.com and other genealogy software, letting an MCP client navigate relationships, explore ancestor and descendant trees, inspect sources and citations, and make safe, lossless edits that are written straight back to the file with a backup.
    19
    2
    MIT
  • F
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    maintenance
    An MCP server that acts as a knowledge engine for software projects, delivering relevant context at the start of a task and accumulating knowledge at its end through tools like start_task, context, finish_task, remember, and search, with a file-based source of truth and optional semantic retrieval via Graphiti/Neo4j.
    5
    -
  • A
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    MCP bridge for PDF Content Search — full-text PDF search with Apple Vision OCR across thousands of documents in under a second from Claude, Cursor, or any MCP client. Advanced filters (date, category, sender, amount), wildcards, boolean operators. Bridge open-source (MIT), PDF Content Search app is commercial with free iOS+Android companion scanner apps.
    84
    1
    MIT