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Android mobile automation with uiautomator2. AI bot for taps, swipes, apps, XPath testing, RPA.
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Developer tools Official MCP Registry · PyPI Local APACHE-2.0
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repomap io.github.SylphxAI/repomap A map of your codebase for AI agents: code graph, search, call paths and change impact. No API key.
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Developer tools Official MCP Registry · npm Local 171 a week MIT
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Codebase memory for AI agents: an AST index plus agent-written notes that self-stale.
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Developer tools Official MCP Registry · npm Local 45 a week MIT
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Code review as an MCP server — structured reviews with OWASP security scanning.
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Developer tools Official MCP Registry Local
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Develop firmware on the real board behind a debug probe: flash, reset, UART and CAN, policy-gated.
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Developer tools Official MCP Registry · GitHub MCP Registry Local
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Autonomous QA MCP for web and macOS that tests like a real engineer, finds bugs, and verifies them.
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Developer tools Official MCP Registry · GitHub MCP Registry Local
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fittok io.github.likhithreddy/fittok Retrieve only the relevant code for a codebase question, within a token budget.
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Developer tools Official MCP Registry · GitHub MCP Registry Local
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Stackguide io.github.taimiralain/stackguide-mcp Dynamic context loading for AI assistants with TDD workflow and AST analysis
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Developer tools Official MCP Registry · npm Local 158 a week GPL-3.0
MP
my-pi io.github.BoxBoxmari/my-pi Local-first MCP runtime for coding agents with safe workspace access, AST/LSP navigation, and Git.
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Developer tools Official MCP Registry · npm Local 43 a week MIT
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MCP tools for testing mobile and TV apps on iOS simulators, Android phones, and Apple/Android TV.
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Developer tools Official MCP Registry · npm · crates.io Local 154 a week APACHE-2.0
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Turn an unfamiliar codebase into validated architecture, contracts, and a reimplementation spec.
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Developer tools Official MCP Registry · npm Local 148 a week MIT
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Graph-powered code intelligence with semantic search and knowledge graph for AI assistants
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Developer tools Official MCP Registry · npm Local 146 a week APACHE-2.0
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Query OSV.dev for package vulnerabilities and batch-audit dependency lists via MCP.
100% up · 30 days
Developer tools Official MCP Registry · npm Local Remote 144 a week APACHE-2.0
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Logbook io.github.cocaxcode/logbook-mcp Developer logbook MCP server. Notes, TODOs, standups, decisions, debug sessions, reminders.
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Docs and knowledge bases Official MCP Registry · npm Local 143 a week MIT
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Checker-resolved architecture graph over MCP for coding agents, backed by ttsc's in-process TypeScript-Go compiler.
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Coding agent tools npm Local 3.8k a week MIT
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CVE scanning for npm/pip/cargo dependencies via OSV
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Developer tools Official MCP Registry · npm Local 130 a week MIT
MI
Miru ai.takara/miru Hybrid semantic and keyword code search for coding agents.
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Coding agent tools Official MCP Registry · npm Local 129 a week MIT
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MCP server for API testing. 35 tools: HTTP, assertions, flows, OpenAPI, collections.
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Developer tools Official MCP Registry · npm Local 123 a week MIT
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Pare Lint ג€” Structured linting and formatting (ESLint, Prettier, Biome, Oxlint) as typed JSON.
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Developer tools Official MCP Registry · npm Local 33 a week MIT
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Pare Python ג€” Structured Python tool output (ruff, mypy, pip, uv, black, pytest) as typed JSON.
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Developer tools Official MCP Registry · npm Local 33 a week MIT