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licenseA
qualityC
maintenanceUniversal 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
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"Jira Software" matching MCP servers:
- FlicenseAqualityCmaintenanceA local-first MCP server that gives AI coding assistants persistent, structured, human-readable memory for a software project by storing project knowledge as Markdown files in the project's .dev-context-memory/ folder.71
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- AlicenseAqualityCmaintenanceExposes the MITRE ATT\&CK framework to LLMs and AI assistants via the Model Context Protocol, enabling querying of techniques, tactics, groups, software, and mitigations.912MIT
- AlicenseAqualityBmaintenanceAutomatically generates and manages a prompts system for software projects, enabling persistent context for AI coding assistants through project scanning, requirement clarification, and module tracking.860MIT
- AlicenseAqualityDmaintenanceEnables 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.9194MIT
- AlicenseBqualityAmaintenancePersistent visual cache for LLM-driven software development. Caches screenshots using perceptual hashing, vector search, and AX trees to prevent token overhead and visual hallucination loops.2446461MIT
- AlicenseCqualityCmaintenanceAn experimental MCP server that explores neuroscience-inspired approaches to software development analysis, featuring associative memory, context-aware caching, and cross-language API detection.591402MIT
- AlicenseNot gradedqualityAmaintenanceAn 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
componecatofficial
AlicenseNot gradedqualityCmaintenanceEnables AI agents to access an organization's software component catalog, including entities, relationships, interfaces, documentation, and team ownership, for grounded context and impact analysis.1MIT
Waymarkofficial
AlicenseNot gradedqualityAmaintenanceThe 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- AlicenseNot gradedqualityFmaintenanceLiving 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
- AlicenseNot gradedqualityCmaintenanceMCP server that equips AI agents with dev workflow tools including GitHub project management, conventional commits, visual regression testing, Jira/Confluence integration, and a persistent memory knowledge graph.25MIT
- AlicenseNot gradedqualityCmaintenanceMCP server that provides local software-system context compilation, exposing indexed code intelligence, dependency resolution, and cross-layer knowledge through the Knowledge API.145MIT
- AlicenseNot gradedqualityCmaintenanceAn 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.61PolyForm Noncommercial 1.0.0
- AlicenseNot gradedqualityBmaintenanceEnables 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
- AlicenseNot gradedqualityCmaintenanceSelf-hosted MCP gateway that connects productivity tools like Jira, Confluence, and Obsidian to AI assistants via a single endpoint.2MIT
- AlicenseNot gradedqualityBmaintenanceMCP server that helps software teams track and understand technical debt, recurring issues, project dependencies, and real-time agent handoffs through a causal knowledge graph.125Apache 2.0
- FlicenseNot gradedqualityDmaintenanceA comprehensive Model Context Protocol server that integrates Vibe Coding methodology with Knowledge Graph technology for AI-assisted software development using Kuzu embedded database.2
- FlicenseNot gradedqualityDmaintenanceEnables 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.
