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"A system for improving requirements (e.g., analysis and completion)" matching MCP servers:

  • AppControl Windows System History & Performance MCP by AppControlLabs

    AppControl Windows Systemofficial

    AppControlLabs
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    license
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    quality
    D
    maintenance
    Connect AI agents like Claude, Cursor, and Gemini to historical Windows performance and privacy data gathered by the AppControl Windows app. This server enables natural language queries into CPU, GPU, and temperature history alongside system security events for deep local auditing.
    Last updated
    31
    MIT

  • AnB-MCP

    kaka-milan-22
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    quality
    A
    maintenance
    An MCP front-end for AnB. The tool surface is "use-don't-reveal": no tool returns a plaintext secret. Reveal paths require a TTY the server doesn't have, so the no-reveal guarantee is structural, not prompt-based — it holds even against a prompt-injected agent. Runs as a dedicated, narrowly-scoped AnB identity; exec is default-deny (only allowlist rules tagged scope=mcp run); command output
    Last updated
    5
    1
    MIT

  • pci-dss-mcp

    shyshlakov
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    A
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    maintenance
    PCI DSS v4.0.1 compliance scanner for Go payment services, delivered as an MCP server. Every finding maps to a specific PCI DSS requirement ID. Taint-aware cardholder data flow analysis with PCI SSC FAQ semantics, designed to complement broad SAST tools like Semgrep and CodeQL - not replace them.
    Last updated
    15
    3
    MIT
  • whodb-cli by clidey

    whodb-cliofficial

    clidey
    A
    license
    A
    quality
    A
    maintenance
    WhoDB CLI - a powerful database management tool with interactive TUI, programmatic commands, and MCP server for AI assistants.
    Last updated
    12
    4,929
    Apache 2.0

  • konbu

    krtw00
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    A
    quality
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    maintenance
    MCP server for a self-hostable personal planner — exposes memo, todo, calendar event, and cross-resource full-text search tools so Claude, Cursor, or any MCP client can manage your schedule and notes in natural language.
    Last updated
    18
    1
    MIT

  • gograph

    ozgurcd
    A
    license
    A
    quality
    A
    maintenance
    A local AST and type-aware Go repository context indexer that uses CHA to map symbols, call graphs, dependencies, and architecture patterns. Built for AI coding agents that need to navigate and reason about large Go codebases without reading raw files.
    Last updated
    65
    198
    MIT

  • litescope

    croc100
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    license
    A
    quality
    A
    maintenance
    Operations toolchain for SQLite, Cloudflare D1, and Turso. Every command is available as both a CLI and an MCP tool: inspect, diff, migrate, monitor, back up, and repair databases. 22 stdio tools, read-only by default.
    Last updated
    14
    1
    AGPL 3.0

  • mockd

    getmockd
    A
    license
    A
    quality
    C
    maintenance
    A high-performance, multi-protocol API mock server with 18 built-in MCP tools for managing HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP mocks, chaos engineering, stateful CRUD resources, and request verification.
    Last updated
    18
    132
    Apache 2.0

  • backlog-mcp

    corbym
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    quality
    A
    maintenance
    An MCP server that gives AI agents structured read/write access to a story-based project backlog. Agents can list stories, read content, update status, and append notes — all backed by plain markdown files that live inside your project repository. There is no shared server. The backlog files live in your repo under requirements/, committed and versioned alongside your code
    Last updated
    16
    3
    The Unlicense

  • (S)AGE

    l33tdawg
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    license
    A
    quality
    A
    maintenance
    Persistent, consensus-validated institutional memory for AI agents. Gives LLMs real memory that survives across sessions - validated through BFT consensus, not just dumped to a file.
    Last updated
    25
    4
    240
    Apache 2.0

  • agent-lsp

    blackwell-systems
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    license
    A
    quality
    A
    maintenance
    MCP server that keeps language server sessions warm and routes multiple languages through one process. Agents get persistent cross-file awareness, speculative execution (simulate edits before writing to disk), and 20 skills that encode correct multi-step operations like safe rename, blast-radius analysis, and end-to-end refactoring. Single Go binary, no runtime dependencies.
    Last updated
    50
    81
    MIT

  • ltm

    dennisdevulder
    A
    license
    A
    quality
    A
    maintenance
    Portable memory protocol for AI coding sessions. Push the state of a session (goal, decisions, attempts, next step) from one MCP-capable agent and pull it back from another.
    Last updated
    12
    8
    Apache 2.0

  • zotio

    OrgMentem
    A
    license
    A
    quality
    A
    maintenance
    A Zotero MCP server built for agent safety: a capability-tagged tool registry (every command carries operation/requires/destructive annotations), preview-first writes behind a mutation journal, and read-only defaults. Single Go binary with an MCPB one-click manifest for Claude Desktop.
    Last updated
    2
    6
    1
    MIT

  • open-context

    incu6us
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    license
    A
    quality
    C
    maintenance
    A high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.
    Last updated
    18
    3
    MIT