Developer Tools: 693 MCP servers

Source control, CI, code execution, package tooling and everything that sits in a build pipeline. Every record below links to its repository or documentation.

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JeanFrancoisGagne/crapkit Read-only view of a repository's CRAP scores, one per function: ccn^2 (1 - cov)^3 + ccn, cyclomatic complexity joined to the branch coverage your own test command already writes. Twelve tools (getnextitem, listworklist, getfunctionbrief, getfunctionhistory, checkgate, checkconfig, listcoupledfiles, listduplicatefunctions, getratchetreport, gettrend, listruns, listclaims) hand the agent the worst function to fix next with its own source, its uncovered lines, its change-coupled files, its near-duplicates and a gate verdict on the edited file. None of the twelve runs a test suite or edits source files. Reads Python, TypeScript, JavaScript, Go, Rust, Swift, Java, C/C++ and…
ARADIA-systems/aradia-mcp-server Turnkey on-premise private Agentic AI systems by ARADIA on dedicated NVIDIA DGX hardware (Spark, Station, B200) with zero cloud data leakage. Operating since 1991, six tools cover hardware sizing (queryhardwarespecs), CapEx token ROI payback modeling (calculateroi), autonomous affiliate onboarding to earn 10% bounties (onboardpartner), and machine procurement via BTCPay Server (BTC/LN/USDT) or Stripe MPP Fiat (executeprocurementorder), plus trackorderstatus and querypartnerstats. Listed on the official MCP Registry (com.aradia/sovereign-hardware). Remote Streamable HTTP / SSE at https://aradia.com/api/mcp or https://aradia.com/api/a2a/mcp-endpoint.php.
cq27-dev/rag-rat Local repo-intelligence index and MCP server for coding agents — "what a repository knows about itself." Hybrid BM25 + vector semantic search, a tree-sitter code graph (callers/callees/imports across Rust, TS/TSX, Kotlin, C/C++, Python) with an optional compiler-grade SCIP oracle, queryable git/GitHub history, and typed, source-anchored repo memories (Invariant, Decision, Risk, …) that persist across sessions. Every result carries provenance — confidence labels and coverage warnings. Keeps source read-only; a background watcher keeps queries fresh. PreToolUse hooks augment grep and flag near-duplicate code as you write it. cargo install rag-rat
carloshpdoc/memorydetective iOS leak hunting and performance investigation. Reads .memgraph (leaks(1)) and .trace (xctrace) files, classifies retain cycles against a 34-pattern catalog (SwiftUI, Combine, Swift Concurrency, UIKit, Core Animation, Core Data, SwiftData, RxSwift, Realm), surfaces a Swift fixTemplate snippet for each match, and bridges to source via SourceKit-LSP. Single-call build+boot+launch fixes the macOS 26.x leaks --outputGraph regression; replayScenario + captureScenarioState close the verify-fix loop. 31 MCP tools, 34 catalog resources, 5 investigation prompts. CI-gateable via verifyFix and compareTracesByPattern. Apache 2.0.
WCAG-Compliance/wcagc-mcp Deterministic axe-core accessibility scanning (WCAG 2.1 AA, EN 301 549, PDF/UA) through a wcagc account: scan any public URL or PDF, crawl a whole registered site, replay saved multi-step journeys, and read violation trends. Returns structured findings — rule, severity counts and the success criteria involved — so the assistant reasons over real results rather than guessing from markup. Every scan result carries an automated-coverage disclaimer instead of a score or a pass/fail verdict. Hosted at https://mcp.wcagc.com/mcp, or run it locally with npx -y @wcagc/mcp.
dwgx/SmartCLI Drive full-screen terminal programs (vim, htop, lazygit) by reading the screen, not the byte stream: a live cell grid exposes which row is reverse-video selected, cursor position and alt-screen state, so waits are screen-state predicates instead of sleeps. The emulation is differentially tested against real tmux and GNU screen (cell-by-cell grid diffs plus a generative VT fuzz), which caught 12 emulation bugs including missing alternate-screen support. pip install smartcli-toolkit then smartcli-mcp, or uvx --from smartcli-toolkit smartcli-mcp.
kao273183/mk-qa-master AI 測試大師 — end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (maestro hierarchy) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not # TODO stubs), runs with auto-retry, then writes a prioritized optimization-plan.md ranked by evidence (flaky vs broken vs coverage gap). Mobile-first: iOS Simulator, Android Emulator, real devices, and BlueStacks (QAANDROIDHOST=127.0.0.1:5555). Install via uvx mk-qa-master.
20000419/fauxnix bash for AI agents on Windows via deterministic bash→PowerShell translation — no WSL, VM, or bash toolchain. MCP bash tool with GNU-style output, bash-style errors, coreutils exit codes, session-persisted cwd/env across calls, and per-file UTF-8/GBK sniffing (GBK files grep correctly, unlike Git Bash). Unsupported bash constructs fail loudly with the construct named; native commands (git/node/npm) pass through with argv quoting. npm install -g fauxnix-cli; verified with Claude Code, Codex, OpenCode, Kimi Code and Qwen Code.
forgemeshlabs/aso-audit-mcp Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. npx -y @forgemeshlabs/aso-audit-mcp.
sebastienrousseau/rlg Log-stream tools for on-call / SRE agent workflows — expose rlg (RustLogs) log files as MCP tools. Three tools: taillog (last N events, filtered by level/target), filterlog (JSON-path-style predicates), summarizeerrors (grouped error taxonomy). Speaks JSON-RPC 2.0 over stdio; near-lock-free structured logging engine underneath (65k-slot ring buffer, 14 output formats, oslog/journald sinks). Install cargo install rlg-mcp or docker run -i ghcr.io/sebastienrousseau/rlg-mcp. Dual-licensed MIT OR Apache-2.0.
MikhailHal/ariadne Affected-test selection for Kotlin/Android projects: returns only the unit tests impacted by the current working-tree changes, so agents skip full test runs while iterating. Function-level static analysis via Kotlin Analysis API — call graph over functions, properties (initializers, delegates, accessors), constructors and callable references — with automatic multi-module and Android variant source-set discovery. Verified on Now in Android (34 modules, ~4s per query). brew install mikhailhal/tap/ariadne
srbsa/diffgate Deterministic guardrail for AI-written diffs, runnable from inside the coding agent's own loop over MCP. Zero-LLM-token, AST-precise rules (SQLi, SSRF, XXE, permissive CORS, prototype pollution, hardcoded secrets) across 8 languages, plus structural checks for reinvented helpers and over-abstraction — findings scoped to only the changed lines, same input always gives the same output, no false-block guarantee. npm i -g diffgate-review (registers as the diffgate command; diffgate mcp starts the server)
saiffmirza/kiyas Design-fidelity checks for AI agents: compare a Figma frame (or any design screenshot) against the rendered implementation and get structured discrepancies with CSS properties and severity. Resolves a natural-language component description to a URL + selector in your codebase, screenshots it with Playwright, and compares via vision AI using your existing Claude Code or Codex subscription — no API keys. 90% mutation recall, zero false positives on its golden eval set. npx -y kiyas-cli mcp
gerard-kanters/mcp-linux-tools Administer a Linux server from an MCP client such as Cursor or VS Code: read files and tail logs, check/reload/restart systemd services, manage cron jobs inside a dedicated crontab section, run read-only MySQL queries, drive WP-CLI on WordPress sites, run safe Git commands, and execute sandboxed Python. Directories, services and WordPress sites are allowlisted in config.json, and every tool returns a uniform {success, data, error, meta} response. Runs as a systemd service over HTTP.
pofky/asc-mcp App Store Connect control plane: 41 job-shaped tools that edit version metadata (with Apple's character limits validated), upload screenshots, build/sign/upload the binary, drive TestFlight, create IAPs and subscriptions with territory availability, run a release preflight audit, submit and release. Flags the steps Apple only allows on its website (privacy label, EU trader, first IAPs) instead of failing on them. Six tools need no license, three of those no Apple credentials either.
kyisaiah47/kynth-mcp Eleven keyless read-only lookups for questions a model cannot answer from a training cutoff, because the fact changed after it: what a given AI model costs today, whether a dependency is still maintained, what a SaaS stack costs per month, item-level search across public shadcn registries, published agent skills and configs, AI app-builder App Store readiness, ADA Title II accessibility reports for US .gov sites, and nonprofit good-standing. No API key, no signup. npx -y kynth-mcp
shakaran/symfony-agent-mcp Read-only introspection of a Symfony codebase: routes, controllers, services, entities, database schema, migrations, events, forms, security, Doctrine, Messenger, Twig and API Platform. 1,677 tools discovered progressively — tools/list starts at five meta-tools and the rest activate per category, so connecting costs ~828 tokens instead of ~154,000. Nothing is executed and nothing is written; results are scanned for credentials before they leave. npx -y @shakaran/symfony-agent-mcp
trakshan-mishra/Diffcontext Static-analysis-powered context compiler for LLM coding agents. Parses Python repos into dependency graphs, selects the minimal code context for a change (callers, callees, related functions), and packs it into a token budget with a disclosure header. Optionally biases retrieval from the bug report text. Includes verify which mines your repo's git history and grades retrieval — printing NULL RESULT when it doesn't fit. Zero runtime dependencies. pip install "diffcontext[mcp]".
Komdosh/komnet Git-backed message bus letting coding agents on different machines coordinate: rooms are folders, messages are files, git history is the log, and there is no server — the transport is a private git repository you already own. Questions, answers, decisions, collaborative tasks with claiming and recovery, and delegated repository reviews prepared in isolated worktrees at pinned revisions. Items marked needs: human cannot be answered by an agent, only relayed to a person.
dbhq-uk/heliograph Run commands on a machine you cannot SSH into. Publishes a step to a transport the far side already reaches (git, file share, S3-compatible storage, relay or a carried file); the whole run comes back as a log with every line timestamped in UTC, whether it passed or failed. For air-gapped, bastion-only and change-controlled estates: no tunnel, no proxy, nothing held open. The gates live on the far side, so a tool call can ask but cannot authorise. heliograph mcp.
cygnussystems/cygnus-ssh-mcp MCP server for SSH-based control of remote Linux, macOS, and Windows servers with 46 purpose-built tools instead of one generic command-runner: line-level file editing (no download/edit/upload round-trip), background task launch/monitor/kill, real sudo support, host aliases, recursive directory ops, archive create/extract, and full Unicode via SFTP (avoids PowerShell OEM code page corruption on Windows targets). pip install cygnus-ssh-mcp or uvx cygnus-ssh-mcp.
andreilungeanu/cursor-delegate-mcp Delegate multi-file implementation from Claude Code, Codex, or Copilot CLI to Cursor's CLI agent (Composer 2.5) over ACP. Returns a typed result — final message, agent-reported changed files, session id, and plan — instead of scraped terminal output. Plan mode drafts first, then resumes the same session to implement; clarifying questions come back as normal results rather than stalling. Ships plugin manifests for Claude Code, Codex, and Copilot. MIT.
2ools/mcp-server Turn what your assistant just built into a durable, versioned project. One free authless tool (createpublicpreview) renders a standalone HTML document as a real shareable URL; 42 more cover projects, refinement, version comparison, separately-delegated approvals, artifacts, work assignments and source export. Build authority and review authority are deliberately separate scopes. Remote Streamable HTTP, OAuth 2.1 + PKCE. https://2ools.app/mcp
no-materials/hird Compiler-as-MCP-server for the Hirð language (typed actors and effect rows on the BEAM): type inference, definition lookup, effect-row explanation, IR fragments, actor protocol and supervision graphs, and token-budget-aware symbol summaries, so agents query the compiler instead of reading source. Errors come back structured, so an agent can self-correct from tool output alone. cargo install --git https://github.com/no-materials/hird hird-mcp
get-tmonier/argot Guardrail that checks agent-written code against a repo's own git-history-learned patterns — flags foreign dependencies, reinvented functions, misplaced code, broken layering, and gamed tests. Exposes voicecontext (the repo's familiar imports/idioms for a file, so agents write in-voice before generating), check (score a generated hunk against the repo's patterns), and explain. 100% local, no LLM, single Rust binary. npm i -g @tmonier/argot
TT-Wang/forge Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: validate, validateplan, memoryrecall, memorysave, iterationstate (per-run scoped, with stagnation/velocity/oscillation detection), forgelogs, sessionstate. Stdio-only. Zero telemetry.
jubstaaa/hono-telescope Debugging for Hono apps whose dashboard is also an MCP server: read the running application's recent exceptions with the request that produced them and that request's logs and queries, recent requests filtered by status or duration, one request in full, and the slowest queries. Read-only, five tools, zero runtime dependencies. npm i hono-telescope, then claude mcp add --transport http telescope http://localhost:3000/telescope/mcp.
VOYAGER-Inc/excel-vision-mcp Reads the embedded images other Excel servers drop: diagrams and screenshots come back as ImageContent mapped to the cell they sit in, so specs where the workflow lives in a picture are actually readable. Also surfaces the formatting that carries meaning (bold, strikethrough, highlight and font colors) and skips hidden rows/columns unless a visible formula depends on them. Write support with atomic saves. uvx excel-vision-mcp.
ni-c/woodpecker-ci-mcp Read and drive a self-hosted Woodpecker CI instance: find the failed pipeline, read the failing step's log as text (the API returns base64 chunks), then restart, cancel or approve it, and manage secrets, registries, crons, agents and the server queue. 71 tools, or a curated eight via WOODPECKERALLOWTOOLS=essential; irreversible operations need a confirmation token and agent tokens are redacted. npx -y @ni-c/woodpecker-ci-mcp
logisky/logisheets-mcp A real Excel-compatible spreadsheet engine for agents, over LogiSheets (Rust, via WASM). Deterministic formulas the model does not compute in its head, named blocks addressed by (block, key, field) instead of coordinates so references survive inserted rows, whole-column field rules, batch scenario scans and goal-seek in a single call, and a genuine .xlsx at the end. Runs locally and opens no sockets. npx logisheets-mcp.
Yocoolab/mcp-server Pin visual feedback on any live web page — localhost, staging or production — and hand it to your coding agent with the element, its CSS selector, a screenshot and the whole thread attached, then get a pull request back. Bridges to the Yocoolab browser extension locally and syncs threads through the Yocoolab API. Listed on the official MCP Registry (io.github.Jonahbkerr/yocoolab). npx -y @yocoolab/mcp-server@2 setup
servelink-swyftlabs/serve-mcp Give anything on your machine a public HTTPS link from your agent — a file, a directory, or a running dev server. Every link is either live from your machine (a tunnel, so edits show up) or published to serve's servers so it keeps working with the machine off, and moving between the two is one sentence to the agent. 17 tools covering password protection, TTLs, named subdomains and teardown. npx -y @servelink/serve
aiulms/codelattice Local code-graph engine for AI coding workflows: static analysis of Rust, Cangjie, ArkTS, TypeScript/JavaScript, C/C++, Python, and Shell projects into symbols, imports, call graphs, and quality gates, with pre-commit change review, impact analysis, and a 6-tool AI facade (50 tools in full mode). Read-only by design — never executes build scripts or uploads code. Install from release tarball or build from source.
julianbei/jade The IDE for agents: read code by symbol, edit against a known revision with compiler diagnostics in the response, validate with the project's own build and tests, and revert to a checkpoint. Tree-sitter plus real language servers for Go, Java, Scala, TypeScript, Python, Rust and Ruby. Official MCP Registry: io.github.julianbei/jade. curl -fsSL https://raw.githubusercontent.com/julianbei/jade/main/install.sh | sh
ypollak2/llm-router Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification, Claude subscription pressure, and cost. Free tasks stay on Claude subscription; expensive tasks fall back to the cheapest capable model. Includes 30 MCP tools, 6 auto-routing hooks, semantic dedup cache, prompt caching, daily spend cap, and a live web dashboard.
chrassy/klanex-mcp Reliable async execution for agent tool calls: schema-gate hallucinated payloads before they run, absorb rate limits and outages with retries/backoff/circuit breakers, idempotency keys, human approval gates, encrypted credentials, replay, and signed-webhook results. Errors come back with an llmhint the agent can self-correct from. Hosted remote (api.klanexai.com/mcp, free sandbox) or npx -y klanex-mcp.
aurumflux20/effectfence Causal effect fence for agent tool calls: stops double-charges and duplicate side effects. Same-instant races elect exactly one winner; late duplicates replay a sealed, content-addressed receipt (fenceprepare / fencecommit / fenceabort). Ships a 1,000-attempt storm demo enforced in CI. npx -y effectfence (prebuilt binaries for macOS, Windows and Linux — no Rust toolchain) or cargo install effectfence.
Reachpad/reachpad-mcp Give any coding agent a persistent cloud development environment it can create, run commands in, checkpoint and fork. The filesystem, installed dependencies, running services and terminal state survive between calls, so a paused environment resumes instead of booting fresh. Available as a hosted remote server at https://reachpad.dev/mcp (OAuth, nothing to install) or over stdio with npx @reachpad/mcp.
DigiCatalyst-Systems/dep-diff-mcp Translates a lockfile diff (npm, PyPI) into a human-readable upgrade plan. Point it at a Dependabot PR and get back semver classification, breaking changes from GitHub release notes, CVEs fixed in range, migration links, and a per-package recommendation. Bulk tool ranks up to 50 changes by risk (security > caution > review > likely-safe > safe). Install via npx -y @digicatalyst/dep-diff-mcp.
graphpilot-oss/graphpilot Structural memory for coding agents. Indexes TypeScript/JavaScript repos and exposes callers, callees, blast-radius impact, and symbol locations over MCP — with file:line@sha evidence anchors and branch-aware differential impact — so agents answer "who calls X?" / "what breaks if I change X?" without re-reading files. Local-only, zero telemetry, Apache-2.0. npx @graphpilot-oss/graphpilot mcp
TimurRakhmatullin86/mcp-drill Fault injection + model-free reliability scorecard for MCP servers. Injects timeouts, malformed JSON-RPC, truncated & corrupted-but-valid outputs; grades outputSchema enforceability (31 servers, 265 tools — only 3% enforceable) + error conformance. pip install mcp-drill[scan] · uvx mcp-drill scan -- npx -y @modelcontextprotocol/server-filesystem /tmp · GitHub Action + badge. See vs mcp-scan.
vighriday/Veris Behavioral verification intelligence for autonomous coding agents. Builds a behavioral graph of any TS/JS repo, clusters into 25 semantic workflows (Auth, Payments, Webhooks, Caching, Queue, etc.), detects drift, generates concrete adversarial probes (idempotency, retry storm, cache stampede, replay), emits per-workflow risk + confidence. 17 MCP tools. Local SQLite state. Zero cloud. MIT.
Jambozx/onlinecybertools-mcp-server 280+ free developer & security tools as MCP tools — encoders/decoders, hashes (MD5/SHA/HMAC/bcrypt/argon2/scrypt), JWT decoder, regex tester, JSON/YAML/XML formatters, network diagnostics (ping/traceroute/dig/whois/SSL/SPF/DMARC), OSINT (IP geo, EXIF, vendor lookups), and more. Proxies to the public API at onlinecybertools.com — no auth required. Published to npm with SLSA v1 provenance.
sipyourdrink-ltd/bernstein Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0.
nipun-arora/wordpress-mcp-agent-bridge WordPress plugin exposing Rank Math SEO fields, JSON-LD schema, and content snapshots (stable content hash, confirm-token verified restore) as REST routes and Abilities API tools, surfaced as MCP tools through the official mcp-adapter. Additive-only write gate, kill switches, and an audit log. Pairs with Elementor MCP (EMCP) for layout editing; never writes elementordata itself.
Disentinel/grafema Semantic code graph MCP server for AI coding agents. Indexes your codebase into a typed graph (functions/types/modules as nodes; CALLS/IMPORTS/DATAFLOW/EFFECTS as typed edges) and exposes 40+ tools for call-chain tracing, data-flow analysis, semantic search, and invariant checking — so agents navigate code structure instead of reading files line by line. npm install -g grafema
DanMat/create-packkit Scaffold modern npm packages, CLIs, services, and full-stack monorepos from your agent. Three tools: inspect the option schema, preview the generated file tree, and write the project to disk — optionally creating the GitHub repo and pushing to it, or merging into an existing clone without overwriting anything. Also available as a CLI and a web configurator. npx -y packkit-mcp
ReviewGate/reviewgate Code review against the rules your team actually wrote, not generic best practice. A cheap generator finds problems, an independent judge refutes them against full files, so the noise stays down. Two tools for the agent loop (getteamrules, reviewchanges), plus a pre-push gate and a bot on GitLab/GitHub pull requests. Single binary, no Node or Docker; bring your own model key.
parasxos/cpp26-adapter C++26 paper reference MCP (cpp26-ref) backing a Claude Code plugin: lookuppaper, fuzzy search, compilerstatus over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, std::execution senders, #embed, expansion statements — even when the local compiler lags. 95% on a held 39-task eval gate.
JSungMin/vs-token-safer Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped file:line list with no source bodies — ~20× fewer tokens. Also symbol-level edit-by-name, a Bash-grep→indexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + vts CLI.
aradar46/reuse-before-generate Checks whether a project idea already exists before your agent scaffolds it. Searches GitHub, npm and Python repos, drops archived/inactive results, and returns at most 3 maintained alternatives with a concrete "extend this instead" suggestion for each. The calling agent does the relevance judgement itself, so no extra API key is needed. npx -y reuse-before-generate
VoDaiLocz/kilo-kit-mcp All-in-one 24-tool MCP runtime and 180-skill library providing protocol-level C4 workflow gates, hard-gated command execution with security guardrails, and cognitive reasoning engines (Tree of Thoughts DAG, Red-Team Grilling, 5-Whys Root Cause Tracer, Context Compactor, Self-Evolution) for coding agents across Antigravity, Cursor, Windsurf, Claude Code, and Codex.
telleroutlook/agentkit-js/mcp-server Code-mode MCP server: collapses N user-defined tools into a two-tool surface (executecode + docssearch). Backed by a unified capability manifest (allowedHosts / cpuMs / memoryLimitBytes) honoured across three sandbox kernels — in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI.
HakashiKatake/docorbit Version-aware documentation context and verification infrastructure for AI coding agents. Discovers machine-readable specs (llms.txt, OpenAPI, skills), resolves workspace dependency versions, indexes structured ASTs into local SQLite FTS5, detects pitfalls, compiles implementation recipes, and verifies code across 14 native MCP tools. npx -y docorbit mcp --stdio
TheBlueHouse75/hermes-action-bridge Delegate real-world actions from Claude Code, Codex, or any MCP client to Hermes Agent — research, browser workflows, messaging, scheduling, and Hermes skills/tools — instead of reimplementing them in the coding agent. Conservative safety policy downgrades risky execute to request-approval; small surface (hermesrun, hermesplan, hermespresets, hermesstatus). MIT.
ahmedak/defluff Deterministic slop detector for AI-generated prose. Flags filler phrases and clichés with zero false positives by design (curated phrase list, not a model), returns exact spans plus a pinnable 0-1 score, and runs offline with no API key. CLI + CI exit code + MCP server for agents to self-check their own output before it lands in a PR or doc. pip install defluff
tooluse-labs/perfetto-mcp-rs MCP server for Perfetto trace analysis. Runs PerfettoSQL queries on .perfetto-trace / .pftrace files via auto-downloaded traceprocessorshell, with dedicated Chrome tools for page loads, scroll jank, main-thread hotspots, and stdlib module discovery. Cross-client tested on Claude Code and Codex. Available via cargo install, Homebrew tap, and curl install script.
homespunapps/homespun Deploy and operate multi-user web apps from an agent: one call returns a live app on its own URL with magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file uploads, and the agent keeps read and write access to the app's data afterwards to keep changing it. Remote https://homespun.dev/mcp or npx -y @homespunapps/mcp.
Mogacode-ma/elementor-mcp-agent / - Agency-grade MCP server for WordPress Elementor — multi-site management for 120+ WordPress sites with safe edits (backup + auto-rollback + post-write verification), template export/import, global widget detection, CSS flush, WP-CLI escape hatch, headless Chrome screenshots. 34 tools across pages, widgets, templates, bulk find/replace, and fleet operations.
appcreationsca/bumpguard-mcp Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break before you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. pip install bumpguard-mcp
luisgf/infrabroker SSH & Kubernetes access broker where the model never touches a credential: a separate signer mints per-operation ephemeral SSH certificates and bound ServiceAccount tokens, with a per-command allow/deny/approval firewall (POSIX-sh AST), dry-run, human-in-the-loop approvals, session recording and an Ed25519-chained audit log. Self-hosted Go binaries, GPLv3.
deed-lang/deed Contract-first programming language and local MCP server for checking types, effects, capabilities, and contracts in agent-written modules. Its review tool compares before and after source sets and returns machine-readable receipts for new authority, weaker promise tiers, and new Guarded runtime obligations. Install: cargo install deed-lang; run deed mcp.
jospnunes/idencify-mcp Hosted code-intelligence platform: connect a GitHub repo and agents get a whole-repo, cross-language call graph with 14 tools — blast-radius impact analysis, transitive callers, dead code, dependency cycles, architecture health, hybrid semantic search, and exact graph diffs between commits. OAuth 2.1; works with Claude Code, Cursor, and any MCP client.
janaraj/tnl MCP server for TNL (Typed Natural Language): per-feature English contracts for AI coding agents. 6 tools — getimpactedtnls, retrievetnl, trace, proposetnldiff, approvetnldiff, verify — let agents look up relevant contracts, propose contract edits, and verify implementations against them. Drop-in via npx typed-nl init for Claude Code, Codex, Gemini.
tarides/sudo-proxy Run privileged, mutating commands — locally or over SSH — with a mandatory single-keypress human approval on every one. The model calls execute; a TUI Y/N prompt gates the command, then sudo escalates, and no password is ever stored. Sanitized env allowlist, no-shell argv execution, replay protection, and audit logging. cargo install sudo-proxy.
musharna/jobd Self-hostable GPU-aware job broker for your own machines. The MCP server exposes the queue as nine tools (submit, status, logs, list, cancel, preempt, workers, job-get, worker-delete) so an agent can dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier, and babysit them across sessions. pip install "jobd[mcp]".
polymatx/dibs Coordination layer for parallel coding agents: TTL file claims stored in the git common dir (visible across every worktree instantly), enforcement hooks that block colliding edits in Claude Code and at commit time, agent presence, handoff notes, and git-committed lessons searchable with BM25. Single static binary — no server, no database.
JoeGlenn1213/ActionD Local CI/CD engine for AI agents: listens to LGH git events and runs plugin jobs (Go/Python/Java/web toolchains) in isolated checkouts, with structured results, AI failure diagnosis, approval gates, auto-rollback, a web console, and 22 MCP tools including one-call devcyclerun (commit → CI → verdict). brew install JoeGlenn1213/tap/actiond
JoeGlenn1213/lgh Local-first Git hosting for AI coding agents: lgh serve turns any directory into an HTTP Git remote with push events, commit-status reporting, smart .gitignore generation, secret/large-file detection, one-command backup (lgh up), and 13 MCP tools for repo/server control and disaster recovery (lghclone). brew install JoeGlenn1213/tap/lgh
eyaushev/swagger-testcase-mcp MCP server for API test case generation from Swagger/OpenAPI specs. Parses Swagger 2.0 and OpenAPI 3.x, generates test cases across 8 categories (happy path, validation, auth, error handling, boundary, security injection, idempotency, pagination/concurrency) with export to Markdown, Gherkin, Postman, k6, pytest, Allure, and TestRail.
soren-achebe/backscroll Answers "what did that command print?" from your real terminal history: a per-command PTY session recorder (OSC 133) stores every command's full output, exit code, cwd, and duration in local SQLite/FTS5, and the MCP server searches, retrieves, and diffs those outputs — secret redaction on by default before anything reaches the model.
nandhakumar-murugan/gemini-antigravity-bridge Bidirectional MCP bridge connecting Google Gemini Spark (cloud AI) with DeepMind Antigravity (local agentic IDE). Features 23 tools for autonomous coding subagent dispatch, cross-agent shared memory, local file operations, and orchestration of Spark connected apps (Canva, YouTube, Google Docs). pip install gemini-antigravity-bridge
danieldoderlein/llm-bus Multi-agent coordination bus over MCP: atomic gap-free claims, advisory file leases, a shared event ledger, presence, prose handoffs, and a task graph, so multiple coding agents (Claude Code, Cursor, Codex) stop colliding and re-deriving each other's work. Remote Streamable HTTP; self-hostable (AGPL-3.0) or hosted at llm-bus.com.
FI-Mihej/codebase-agent-mcp A sub-harness (both an MCP server and an MCP client). Delegates documentation and source code analysis, as well as interactions with related context-providing MCP servers, to a local or inexpensive OpenAI-compatible LLM. Drastically reduces token usage and context size for coding agents on the top-tier LLM. uvx codebase-agent-mcp
bvisible/mcp-ssh-manager Manage multiple SSH servers from one MCP: command execution, file transfer/rsync, database dump/import/query (MySQL/PostgreSQL/MongoDB), backups & restore, health monitoring, persistent sessions, tunnels, ProxyJump/bastion, and opt-in per-server security modes (readonly/restricted) with audit log. Linux, macOS & Windows OpenSSH.
Q00/ouroboros Local-first Agent OS for spec-first AI coding: interview → seed → execute → evaluate → evolve as a replayable, ledger-recorded workflow. MCP server exposes the full loop (interview, seed generation, seed execution, evaluation, evolve-step) so any MCP client can drive it across Claude Code, Codex, Gemini, and other CLI runtimes.
minipuft/claude-prompts-mcp Reusable prompt templates with multi-step workflow chains, quality gates, and reasoning frameworks. Compose workflows with an operator syntax (>>prompt --> >>chain), verify steps with blocking or advisory gates, and export prompts as native skills to Claude Code, Cursor, OpenCode, and Gemini CLI. npx -y claude-prompts@latest
DeusData/codebase-memory-mcp Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. npx codebase-memory-mcp
dugubuyan/agent-nexus Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP.
jaimenbell/github-mcp Read and write MCP server over the GitHub REST API. Env-gated tool groups with writes off by default, fine-grained PAT auth that degrades gracefully to the unauthenticated tier, and typed rate-limit and error handling. An independent reference implementation, not GitHub's official server. pip install jaimenbell-github-mcp
oddunits/pntr-cli The official MCP server for PNTR free dev subdomains — register a .pntr.dev subdomain, manage its DNS records, receive email on a disposable inbox, and capture inbound HTTP requests for webhook debugging. Free tier, no key needed to start. Local stdio via npx @pntr/cli or hosted endpoint (https://api.pntr.dev/mcp, OAuth).
scarletkc/vexor A semantic search engine for files and code — find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. uvx vexor mcp or pip install vexor.
TomD4vs/prumo Checks the context files a coding agent reads (CLAUDE.md, AGENTS.md, SKILL.md, .cursor/rules) against the git index: wrong letter case, broken links, missing paths, commands nothing defines, and agent configuration that points at nothing. Two more tools report which sections drifted from the code and what each file costs.
kensaurus/mushi-mushi Bug-report triage and fix-dispatch MCP for vibe coders. Ask your AI coding agent for a plain-English diagnosis of any user-reported bug — with evidence, blast radius, and a paste-ready fix prompt — then dispatch an automated GitHub fix PR without a second LLM key. 80+ tools, Supabase-backed, MIT SDK. npx @mushi-mushi/mcp
foldwork-dev/mcp-injector Local MCP daemon that pre-indexes your codebase into a SQLite catalog and serves AST-compressed snapshots to Claude Code, Cursor, and VS Code on every query. Reduces token usage by 41-89% on real codebases (verified across Django, Tokio, Gin, and more). Single Go binary, zero config. Free for codebases under 100K lines.
Jott2121/agent-gate Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (verifygate counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. pip install mcp-agent-gate.
rabdulsal/appstore-release-mcp Drives the full App Store release cycle for iOS/macOS apps: version bump, archive + sign + TestFlight upload via your fastlane lane (as async jobs with log polling — the step REST-only ASC servers can't do), metadata updates, and review submission via the ASC API. Zero-dependency ES256 JWT auth. npx appstore-release-mcp
djerok/glm-mcp Run GLM (Zhipu/Z.ai) as a real sub-agent inside Claude Code or GitHub Copilot. GLM gets its own agent loop (read/write/edit/run) on your repo — not a single LLM call — with peak-aware Opus-vs-GLM routing, diff/dry-run/git-revert oversight, and a usage ledger. ~10x cheaper than Opus. Requires a Z.ai GLM Coding Plan key.
AIStoryHub/etincel Deterministic, local audit for AI writing tells (uniform paragraphs, hedged authority, stock transitions), paired with a trainable voice layer so Claude, Cursor, or any MCP client drafts closer to a real voice before you read it. No model call in the audit path. Also ships as a CLI and GitHub Action. npx etincel serve
jigyasudham/veto A council of 49 specialist agents + 93 tools for every major AI CLI (Claude Code, Codex, Gemini, Cursor, Windsurf). Deterministic agents that optionally upgrade to LLM, a self-learning router, cross-CLI memory, and guards for dependency hallucinations and decision drift. No API keys; zero extra cost on subscriptions.
rm-rf-prod/GroundTruth-MCP Self-hosted MCP for live docs, code audits, snippets, and best practices across 445+ libraries. 14 tools, 107 audit patterns with file:line precision, BM25-ranked snippets, lockfile-aware version pinning, npm/PyPI/crates.io/Go fallback. No API keys, no rate limits, Context7 alternative. npx -y @groundtruth-mcp/gt-mcp
bbonnin/openapi-to-mcp MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches between the tools and the actual API.
m00nreport/mcp-server Test management over MCP. Author manual test cases, assemble and run manual executions with per-case results, cut releases, and link automated tests to the cases they cover. Guided prompts for flaky-test triage, release readiness and regression hunts. Hosted or self-hosted. Install: npx -y @m00nsolutions/mcp-server.
emailens/mcp Official MCP server for Emailens, the rendering linter for email. Lint HTML email for rendering issues across 15 clients (Gmail, Outlook, Apple Mail and more), score CSS compatibility 0-100 per client, simulate dark mode, and get framework-native fix snippets for React Email, MJML, and Maizzle. npx -y @emailens/mcp
lisamaraventano-spine/mcp-server The Underground Cultural District MCP server. 23 tools for AI agents: 13 free developer utilities (UUID, JSON formatter, Base64, hashing, JWT decoder, regex, cron, ETH converter), 7 paid creative tools, and a browsable marketplace of 218+ digital goods across 22 shops. npm: @underground-cultural-district/mcp-server
MobileReality/mdma MCP server for MDMA (interactive Markdown applications with mounted components). Exposes the MDMA spec, authoring prompts, package metadata, and live docs to AI assistants. Tools: get-spec, get-prompt, build-system-prompt, validate-prompt, list-packages, list-docs, get-doc. Install: npx @mobile-reality/mdma-mcp.
PackkitLabs/packkit-mcp Scaffold, compose, and upgrade modern multi-language projects from your agent — a single MCP surface over the create-packkit generator family (any supported language) plus a fullstack composer that stitches a frontend and backend into one repo. Also available as a CLI and a web configurator. npx -y packkit-mcp
fantasieleven-code/callout Multi-perspective architecture review for AI-assisted development. Nine expert viewpoints (CTO, Security, Product, DevOps, Customer, Strategy, Investor, Unicorn Founder, Solo Entrepreneur) analyze your project and produce actionable findings. Includes AI collaboration coaching and quantitative idea scoring.
knewstimek/agent-tool Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities. Preserves file encoding (UTF-8, EUC-KR, ShiftJIS, etc.) and respects .editorconfig settings.
MGM-FALCON/quelllm-mcp MCP server for quelllm.fr — open-weights LLM catalog (250+ models with params, VRAM by quantization, tokens/sec, license). Tools: listmodels, getmodel, compare, estimatevram, estimatecost (API providers vs self-hosted hardware in EUR), searchmodels. Useful when picking a local model that fits your GPU/Mac.
baobabcat/demandscope Demand-signal scanner for validating digital-product and dev-tool ideas: query GitHub repo signals, Hacker News attention, and npm/PyPI download counts through six stdio tools with TTL caching and backoff. Dependency-free, no API keys. Listed on the official MCP Registry (io.github.baobabcat/demandscope).
nihalxkumar/arch-mcp Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Features include searching Arch Wiki and AUR, getting package info, checking for updates, installing packages securely, and analyzing PKGBUILDs.
plori-ai/plori Give your AI agent its own cloud computer. Create and drive hosted plori agents (persistent disk, real tools, memory that survives between sessions) over a remote MCP server: invoke an agent and read its reply, manage the human-in-the-loop queue, and schedule deferred runs. OAuth 2.1 sign-in or API key.
hikmahtech/drwhome Remote MCP server at https://drwho.me/mcp/mcp with 10 developer utilities: base64 encode/decode, JWT decode (no verify), DNS lookup via Cloudflare DoH, UUID v4/v7, URL encode/decode, JSON format, User-Agent parse, IP lookup via ipinfo. Open access over streamable HTTP — point Claude Desktop at the URL.
PsChina/deepseek-as-subagent Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) in a sandboxed workspace, not just a single LLM call. Includes token-based command sandbox, pre-flight web-search pattern, and cross-platform installer.
avansaber/tailtest-cline Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (realbug / environment / testbug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT.
richer-richard/fenestra Render and verify native Rust GUIs with no display or GPU: render to a typed accessibility tree, query/interact by semantic selector (never coordinates), check contrast/focus-order/hit-target-size, diff screenshots, and watch motion play as a captioned filmstrip. 13 tools. cargo install fenestra-mcp.
drhalto/agentmako Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store — so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
gvasile29/qai-consultant Keyless local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client: standards-grounded retrieval, deterministic QA effort estimation, and automated QA document quality review (0-100 rubric) plus JUnit/CSV test-results flakiness analysis. uvx qai-consultant-mcp
NazarKalytiuk/tarn CLI-first API testing tool with structured JSON failures (failurecategory, errorcode, hints) so AI agents can branch on the taxonomy without parsing stderr. MCP tools: tarnrun, tarnvalidate, tarnfixplan, tarninspect, tarnrerunfailed, and more. Tests are .tarn.yaml. Single static binary (musl), MIT.
SunflowersLwtech/mcpcreatorgrowth Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agents with persistent project-specific debugging memory using silent RAG tools. Features 56% token optimization and multi-language support.
TranQui004/signalint Local stdio MCP server for compact, cached, loop-aware JavaScript/TypeScript diagnostics. Clusters and prioritizes Oxlint/tsc/Biome issues, caches per-engine results to skip unchanged files, and detects recurring diagnostic loops. Also ships a signalint CLI and a composite GitHub Action for CI use.
musepy/genable Write-side MCP for Figma — complements Figma's official read-only MCP. 41 tools for building and editing Figma designs from Claude Code, Cursor, Cline: JSX-like tree creation, variables/tokens, components, cross-page navigation, and visual verification via screenshots. Install: npx -y genable-mcp.
Mibayy/token-savior Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text — symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases.
AI-by-design/primitiv Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first — your code never leaves your machine.
natiixnt/redcon Deterministic repository context packing for AI coding agents: selects, compresses, caches, and budgets only the files a task needs. Measured 83% fewer input tokens at the same task coverage, no LLM in the loop. One MCP server for Claude Code, Cursor, Windsurf, Cline, and Zed. pip install redcon
raccioly/docguard Deterministic documentation-drift detection for AI agents. Validates a project's canonical docs against its actual code — no LLM guessing; every finding has a stable code and a suggested fix. Five read-only tools over stdio: guard, score, explain, verify-claims, diagnose. npx -y docguard-cli mcp
ksterx/srunx MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package.
faizbawa/mcp-remote-ssh Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding — secrets are fed via stdin (invisible to ps) and scrubbed from all tool responses before reaching the LLM. uvx mcp-remote-ssh
nikolai-vysotskyi/trace-mcp Framework-aware code intelligence that indexes source code into a cross-language dependency graph. Understands framework semantics — routes, ORM relations, component rendering, DI trees — for navigation, impact analysis, call graphs, refactoring, security scanning, and cross-session memory.
aparajithn/agent-utils-mcp Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
cerebrixos-org/tuning-engines-cli Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your data. Supports Qwen, Llama, DeepSeek, Mistral, Gemma 1B-72B. LoRA, QLoRA, full fine-tuning. Cost estimation, model management, S3 export.
cocaxcode/api-testing-mcp The most complete API testing MCP — Postman inside your AI assistant. Per-project environment groups with {{variable}} interpolation, saved collections, multi-step flows with response extraction, assertions, load testing, and OpenAPI mock generation. 42 tools, zero cloud account needed.
swapnanil/vectr Semantic codebase search + persistent working memory for AI code editors. Hybrid dense + BM25 search over AST-aware chunks, a symbol graph for locate/trace, and typed notes that survive context compaction and session restarts. Local embeddings, zero config, no API key. pip install vectr
chaoz23/inkcheck CI for ink interactive-fiction stories. Compiles, exhaustively playtests every branch, and finds runtime errors (with a repro path), unreachable knots, and every distinct ending — so an agent can verify the story it wrote. Writes no prose. claude mcp add inkcheck -- npx -y inkcheck mcp
eliottreich/taskbounty-mcp-server MCP server for TaskBounty. AI agents fix GitHub bugs (every fix ships with a regression test) and raise test coverage on your codebase. Posters draft and fund bounties from chat (Stripe Checkout); solvers submit PRs verified end-to-end in a sandbox. Paid in USDC, ETH, or BTC. 11 tools.
iyashjayesh/tokenchit Reads the Claude Code, Codex and OpenCode usage logs already on your machine: token totals, per-day and per-hour activity, per-agent and per-model breakdown, and a year-in-review recap. Makes no network request — a test fails if any source file can open a socket. npx -y @tokenchit/mcp
modus-agendi/managed-agent-control-mcp Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito).
rsdouglas/janee Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural language descriptions — enabling AI agents to extend their own capabilities on the fly.
VibeKit-Bot/vibekit-mcp MCP server for VibeKit. Lets an LLM in Claude Desktop, Cursor, or any MCP client build, deploy, and manage hosted apps and chat with each app's persistent server-side agent (every app gets its own agent and a live URL). Not to be confused with the unrelated superagent-ai/vibekit SDK.
Webvizio/mcp Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.
SunrisesIllNeverSee/sigrank-mcp Operator leaderboard measuring users, not models — ranks AI coding operators by token cascade efficiency (Yield = Cache Reads × Output / Input²). 15 MCP tools: rank, pull, submit (ed25519-signed), diagnose, simulate. Privacy-first: only token counts leave the machine. npx sigrank
jcooley8/pincushion-plugin Visual feedback as agent work packets. Stakeholders drop pins on your live app; your AI coding agent reads each pin (selector, screenshot, DOM snippet, thread, acceptance criteria) via MCP and ships the fix, recording the commit/branch/PR on resolve. Install: npx pincushion-mcp.
Nishant-Chaudhary5338/mcp-code-indexer Index any TypeScript/React repo (including monorepos) into a queryable code graph. Reverse queries (who-renders, who-calls, find-references), blast-radius analysis, dependency cycles, dead-code orphans, and symbol signatures — exposed over stdio. Install: npx code-graph-indexer.
grahamrowe82/pt-edge AI project intelligence MCP server. Tracks 300+ open-source AI projects across GitHub, PyPI, npm, HuggingFace, Docker Hub, and Hacker News. 47 MCP tools for discovery, comparison, trend analysis, and semantic search across AI repos, HuggingFace models/datasets, and public APIs.
sshahzaiib/agy-bridge Delegate heavy tasks from Claude Code (or any MCP client) to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups, and adversarial second-opinion code reviews. Quota-aware model failover with cooldowns, per-tool timeouts, and multi-turn session continuity.
HasanJahidul/git-insight-mcp Semantic git queries beyond git log: who-touched (blame grouped by author with primary owner), introducing-PR, co-change suggestions, branch hygiene (ahead/behind/stale), recent-work standup, and full commit context. Local git plus optional GitHub API for PR and issue linkage.
joaoh82/rustunnel MCP server that lets AI agents create and manage public tunnels to local services (webhooks, dev servers, sharing) — six tools covering HTTP/TCP/UDP tunnels, custom subdomains, regions, and load-balanced pools. Pairs with the rustunnel CLI; managed cloud or self-hosted (AGPL).
whyy9527/ariadne Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.
beardfaceguy/daimonos Agent-optimized MCP server replacing built-in file, search, exec, and git tools with compact structured JSON. Native plugins for git, cargo, gh, and docker. Semantic output filtering, read deduplication, batch operations, and token analytics. Benchmarked 20-45% token savings.
kestiny18/spring-nacos-mcp Project-aware, read-only Nacos config & service-discovery server for Spring Cloud repos. Zero setup: auto-discovers every environment (dev/test/prod/...) from the repo's application/bootstrap files, with cross-environment key-level config diff. Single file, zero dependencies.
apatureai/bastion In-loop design review of rendered UI for coding agents: submit a preview URL, get grounded findings with element references, then recheck the fix. Read-only by design — never edits code. OAuth 2.1 and SSRF-safe URL handling reference implementation. npx -y @apatureai/bastion
RepoAssay/repo-test-architect Local-first, read-only MCP server that audits test architecture across JavaScript/TypeScript, C#, Elixir, Go, Kotlin/JVM, PHP, Python, Ruby, Rust, and Swift, then produces evidence-backed findings, rankings, and repository-native test plans. npx --yes repo-test-architect mcp
lawrencehui/Citio Self-hosted AI teammate in Slack: @mention it and Claude Code or Codex investigates CloudWatch logs, runs tests, and opens pull requests. The bundled MCP server holds all credentials (GitHub, AWS, Slack) so the agent never sees keys. One-command deploy to your own AWS. MIT.
noordeen123/culprit Deterministic, offline root-cause analysis for coding agents: ranks the commit that introduced a regression (git blame/log), maps a feature's blast radius, and verifies a proposed fix is complete before committing (verifyfix). Read-only; also a CLI and a Claude Code plugin.
impossiblecode/overseer-nvim-mcp Turns the long-running commands a coding agent starts inside Neovim (dev servers, watchers) into regular overseer.nvim tasks, so you can watch and stop them from your own task list instead of them running as invisible children of the agent's shell. npx -y overseer-nvim-mcp
madeinplutofabio/vibe-revert Local safety layer for vibe coding and AI agents. MCP tools expose deterministic risk checks, sessions, checkpoints, policy inspection, and fix prompts; the companion CLI can restore project files, including uncommitted work, to their pre-session state. No LLM judges risk.
delimit-ai/delimit API governance server that detects breaking changes in OpenAPI specs. Diffs two spec versions, applies configurable policy rules (strict/default/relaxed), and returns structured pass/fail verdicts. 23 change types, 10 breaking. Supports OpenAPI 3.0, 3.1, and Swagger 2.0.
HasanJahidul/terminal-history-mcp Full-text search over your shell history (zsh / bash / fish) via SQLite FTS5. Local-only. 11-pattern secret redaction runs BEFORE insert. Captures cwd / exit code / duration via opt-in shell hook. Tools: searchhistory, recentindir, failedcommands, commandchains, reindex.
dagger/container-use Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.
repowise-dev/repowise Codebase intelligence for AI coding agents. Indexes a repo into a dependency graph, git history, defect-risk code health, auto-generated docs, and architectural decisions, served as 9 task-shaped MCP tools across 15 languages. Runs 100% local; hosted option available.
KallistoX/mcp-unifi-applications Queryable UniFi API documentation (Network, Protect, Site Manager, InnerSpace, Mobility, Carrier Fabric) — endpoint search, field-level schema drill-down, and code examples in curl/Go/Node.js/Python/Ansible. Read-only: serves scraped docs, never touches a controller.
Explorer-64/imagcon-mcp Generate deployment-ready PWA, iOS, and Android app icon sets from a text description. Produces all 27 required sizes, maskable icons, Xcode-ready iOS icons, Android mipmap folders, splash screens, and manifest.json — packaged as a ZIP. Powered by Google Imagen 4.
docweave/mcp Generate and read PDFs for AI agents: a generatepdf tool (HTML, a URL, or a template + JSON → PDF) and a readpdf tool (a PDF → text/markdown). Run locally with npx @docweave/mcp or use the hosted streamable-HTTP endpoint. Chromium-rendered, priced per document.
iksnerd/adb-mcp Drive an Android emulator or device over adb: screenshots, describeui returning each element's center in true device pixels, tap/swipe/type, app lifecycle, permissions and deep links, logcat, screen recording, and Gradle builds with unit and instrumented tests.
masondelan/selvedge Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.
askbudi/roundtable Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows.
hypnosis/ssh-mcp-server Remote server work over the OpenSSH client already on your machine: run commands, move files with checksum verification, search logs and audit hosts. Destructive commands are blocked before they reach the shell; works from a cloud VPS down to a BusyBox router.
willianpinho/mcp-gateway-scan Read-only static scanner for MCP / agent-gateway production-readiness. The scangateway tool scores a repo across 7 security dimensions (RBAC, fail-closed, supply chain, observability, cost, secrets, prod-readiness). Never executes code or prints secret values.
Bishop81/imagedimensions-mcp Audit the images on any web page: natural vs rendered dimensions, oversized-image detection, and format breakdown, so agents can check web-image performance. Calls the hosted imagedimensions.com API, so no local browser is required. npx -y imagedimensions-mcp
getmockd/mockd Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, 8 import formats (OpenAPI, Postman, HAR, WireMock, cURL, Mockoon, WSDL), and deterministic seeded responses.
agent-blueprint/mcp-server 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: npx agentblueprint.
aos-standard/mcp-blast-radius MCP Blast-Radius Auditor — static blast radius extraction and AOS manifest.json divergence gate (Oracle / Permitted / Prohibited). Stdio MCP (mcp-blast-radius) plus CI blocking gate (mcp-blast-radius-gate). Install: pip install mcp-blast-radius==0.2.0 · PyPI
AutomateLab-tech/n8n-mcp Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing typeVersion, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: npx @automatelab/n8n-mcp.
LadislavSopko/mcp-ai-server-visual-studio #⃣ - MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline.
PThrower/Strata AI ecosystem intelligence MCP server. Verified best practices, news, integrations, and MCP server directory across 22 AI ecosystems including Claude, ChatGPT, Gemini, LangChain, Groq, Cursor, and more. Claude-validated, injection-safe, refreshed twice daily.
HasanJahidul/localhost-mcp Inspect, manage, and kill local dev servers. Lists what's listening on each port (pid, framework, project, uptime, memory, cpu), diagnoses port conflicts with free alternatives nearby, finds zombie processes, and kills by pid or port with a dry-run default.
flytohub/flyto-core Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.
lacs-project/sysknife Security-hardened MCP server for Linux system administration via 189 typed actions instead of shell strings, with an Ed25519-signed hash-chain audit log, one-time TTL approval receipts, and automatic rollback. Works with Claude Code, Cursor, and Codex CLI.
laszlopere/mcp-tmux Universal tmux driver: sessions, windows, panes, keystrokes, and pane capture — local or remote over SSH. Curated tools plus a raw tmuxcommand passthrough; works against tmux 1.8+. Shared, visible sessions for pair-programming with the agent. uvx mcp-tmux.
machinegrade/validate Deterministic validation of AI-generated artifacts before acting on them: JSON Schema conformance, OpenAPI response conformance, SQL syntax per dialect. Typed verdicts with per-error fix hints. Hosted free tier with remote MCP endpoint; MIT, self-hostable.
preflight-dev/preflight 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation.
avisangle/jenkins-mcp-server Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP tools for job management, build status tracking, and queue management with CSRF protection and 2FA support.
drumst0ck/uploadkit Official MCP server for UploadKit. Gives AI assistants first-class knowledge of 40+ React upload components, Next.js route handler scaffolds, BYOS setup (S3/R2/GCS/B2), and full-text search across 88+ docs pages. Runs locally via npx -y @uploadkitdev/mcp.
yanmxa/scriptflow-mcp A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with guaranteed consistency and reduced hallucination risks.
Wopee-io/wopee-mcp Autonomous testing for web apps — dispatch AI agents that open real browsers, execute test cases, and report pass/fail with screenshots. Generate user stories, test cases, and Playwright code from your app context. 8 tools for end-to-end test automation.
arvindand/maven-tools-mcp Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison, stability filtering, dependency age analysis, release patterns, and Context7 integration for upgrade guidance.
LucasGorgal/localfig The Figma desktop app as an MCP server. Gives AI agents the full Plugin API on the open file, returns renders inline, reads design tokens, makes each call one undo step, and registers itself with every MCP client it finds. No cloud API, token or quota.
najaeda/naja-scope Lets AI agents explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) without pasting RTL into context: trace signal fan-in/fan-out, walk module hierarchy, and jump to exact file:line source, backed by the najaeda netlist engine.
nk3750/jitapi Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls — without dumping entire specs into context.
a-25/ios-mcp-code-quality-server iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
InsForge/insforge-mcp AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.
jinzcdev/leetcode-mcp-server MCP server enabling automated access to LeetCode's programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both leetcode.com (global) and leetcode.cn (China) sites.
soulware-studio/promethic-mcp Prompt library MCP: versioned prompts, per-version model settings (reasoning, verbosity, and other API dials), text/image/JSON. Tracks edits and copy/download; refine proposes the next version. Hosted Streamable HTTP at https://mcp.getpromethic.com/v1
alpadalar/netops-mcp Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
linnea-bakshi/gha-doctor GitHub Actions health checkup: prices wasted CI compute, names flaky tests from job logs, deep-dives slow runs, and lints workflows against 21 rules with safe auto-fix previews. Read-only tools wrapping the gha-doctor CLI; listed in the MCP Registry.
noisy/noisy-coding Voice interface for Claude Code: talk to your agent and it talks back while it works. Live speech-to-text with turn-taking, Grok/xAI voices, per-subagent voice personas, and a real-time HUD dashboard. Ships as a Docker image and a Claude Code plugin.
PhpCodeArcheology/PhpCodeArcheology PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage, and impact analysis. Installable via Composer.
pipepie/pipepie Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels, and manage subdomains. No tokens or passwords — the cryptographic handshake is the auth.
jonradoff/lightcms AI-native CMS with 72 MCP tools for managing websites through natural language. Create and publish content, manage templates, assets, snippets, themes, collections, redirects, and multi-site forks — with full content versioning and semantic search.
Elmoaid/TempoGraph Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization.
kerbelp/metatron Self-hosted codebase priors and conventions server. Captures codebase design patterns, conventions, and implementation decisions from git history and developer feedback, serving them to coding agents to ensure local project standards are followed.
KryptosAI/mcp-observatory Regression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between versions, and recommends new servers based on your environment. Works as both a CLI and an MCP server.
The-40-Thieves/codecalc Offline-core code & logic calculator for AI agents — run code in 31 languages, exact symbolic math, SMT/logic, complexity analysis, and cross-language/optimization verification, with an opt-in strict gVisor/AppContainer sandbox for untrusted code.
AKzar1el/mcp-web-validator Web Validator by DigestSEO validates HTML and CSS, audits technical SEO and accessibility signals, checks JSON-LD and bounded public links, and captures responsive screenshots. Install locally with npx -y mcp-web-validator; no API keys required.
nomadop/session-watcher EOQ-based context economics for coding agents. Monitors LLM token cache with inventory theory, signals optimal session restart timing via live dashboard and terminal statusline. Zero context pollution — no metric ever enters the model's context.
Get-Concord-AI/concord-mcp Cross-harness communication and shared work-state for Claude Code, Codex, Cursor, Gemini CLI, and Grok Build. Agents exchange live messages, claim scope before editing, preserve decisions, and hand off evidence through five MCP workflow tools.
myelixlabs/synapse-mcp Local AST knowledge graph for AI coding agents. 50+ languages, 14 MCP tools, 100% local. Converts any codebase into a code-knowledge graph for microsecond structural vision, 30-60% token savings, and zero-breakage refactoring. Free tier + Pro.
blackwell-systems/agent-lsp Stateful MCP server over real language servers. 50 tools, 30 CI-verified languages, 20 agent workflows. Persistent sessions keep the index warm across files and projects. Speculative execution simulates edits in memory before writing to disk.
gitopia/gitopia-mcp-server 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. Go binary or Docker.
laszlopere/mcp-abacus Type-faithful calculator: evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with every answer labelled exact vs inexact. Tools: calculate, analyze, solver, help, info. Offline, no network. uvx mcp-abacus.
lorenzo-cambiaghi/LynxMCP 100% local semantic code search for AI agents: AST-aware chunking (tree-sitter), hybrid BM25+dense retrieval, and a code knowledge graph (callers, inheritance, imports) over codebases, docs sites, and PDFs. Install via pipx install lynx-mcp.
spyrae/claude-concilium Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.
tatavarthitarun/nowsecure-mcp-server MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as nowsecure-mcp-server. npx -y nowsecure-mcp-server
YuliiaKovalova/dotnet-template-mcp #⃣ - .NET Template Engine MCP server for AI-driven project scaffolding. Search, inspect, preview, and create dotnet new projects via natural language with parameter validation, smart defaults, NuGet auto-resolve, and interactive elicitation.
context-rot-detection Gives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns health scores (0-100) and recovery recommendations based on model-specific degradation curves.
Luqueee/kivgraph Local open-source code graph MCP for coding agents. Find code by intent, follow analyzer-resolved callers/references, inspect blast radius, and trace dependencies across multiple repositories. Supports Go, TypeScript, Rust, Python and Dart.
VrtxOmega/omega-brain-mcp Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations.
claimidx/claimidx Prior art for coding agents: a signed claim index of failures other agents have already paid to solve. Ask before you retry. Ingest after you learn. pip install "git+https://github.com/claimidx/claimidx.git#egg=claimidx" then claimidx-mcp.
saranshbamania/mobile-device-mcp 49-tool MCP server for AI control of Android devices and iOS simulators. AI visual analysis (Claude + Gemini), Flutter widget tree inspection, smart element finding (<1ms), video recording, and test script generation. npx mobile-device-mcp
skyhook-io/radar Built-in MCP server for Radar, a modern Kubernetes visibility tool. Lets AI agents query cluster topology, resources, events, logs, and Helm/GitOps state across multiple clusters. Single binary, no agents, no cloud dependency. Apache 2.0.
TKMD/ReftrixMCP Web design analysis MCP server with 26 tools for layout extraction, motion detection, quality scoring, and semantic search. Uses Playwright, pgvector HNSW, and Ollama Vision to turn web pages into searchable, structured design knowledge.
augmnt/augments-mcp-server Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more.
Dusheh/myclaw-toolkit 23-in-1 developer utility MCP server: web search, exchange rates, crypto prices, QR codes, JSON formatter, UUID, URL tools, domain check, RSS feeds, and more. 6 paid APIs via x402 micropayments ($0.003 USDC on Base). npx myclaw-toolkit
MongLong0214/commitlore Returns the decision records still in force for the path an agent is about to edit: constraints, already-ruled-out alternatives, and warnings, stored as ordinary git trailers and notes, with superseded and expired records filtered out.
muhannad-hash/git-context-mcp Answers "why does this code exist?" by tracing any line back through the commit, GitHub PR description, and linked issues. Five tools: blame context, commit story, file history, commit search, and file contributors. npx git-context-mcp
Easton-OU/rootpilot-mcp Safe, read-only SSH diagnostics for Linux/Docker servers: a fixed 38-command whitelist (no arbitrary execution), secret redaction, per-command timeouts. Collects evidence; your model does the reasoning. npx @rootpilot/mcp-ssh-diagnose
hechtcarmel/jetbrains-index-mcp-plugin A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename, safe delete, find references, call hierarchy, type hierarchy, diagnostics and more).
ozgurcd/gograph An AST-aware structural repository graph engine and MCP server designed for AI agents. Understands Go struct embeds, public API surfaces, SQL queries, and error mapping to give agents instant codebase context without blindly grepping.
Doucs91/hivelore Deterministic policy gate for agent-written code: briefs agents with the team's repo-specific rules, then blocks any commit whose diff reintroduces a documented mistake — validated regex/AST/test guards enforced in Git hooks and CI.
jmrplens/gitlab-mcp-server Complete GitLab REST API v4 coverage with 1006 MCP tools across 162 domains, 42 meta-tools, 24 resources, and 38 prompts. Cross-platform Go binary with stdio and HTTP transports, OAuth support, auto-update, read-only and safe modes.
ozers/hooksense-mcp Webhook & callback layer for AI agents: create a callback URL, then waitforcallback to block until the webhook lands — signature-verified and decrypted — instead of polling. Verify HMAC, list/replay callbacks. npx -y @hooksense/mcp
MarcelRoozekrans/roslyn-codelens-mcp #⃣ - Roslyn-based MCP server with 22 semantic code intelligence tools for .NET. Type hierarchies, call graphs, DI registrations, diagnostics, code fixes, complexity metrics, and more. Sub-millisecond lookups via pre-built indexes.
Nishant-Chaudhary5338/mcp-toolkit 9 MCP servers for React + TypeScript development automation — component scaffolding, dependency auditing, WCAG accessibility checking, test generation, TypeScript enforcement, and monorepo management. 134 tests, CI on Node 20+22.
tosin2013/mcp-adr-analysis-server AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.
pdavis68/RepoMapper An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
magna-nz/aspnetcore-debugger-mcp #⃣ - MCP server for interactive .NET / ASP.NET Core debugging via netcoredbg. 27 tools: breakpoints (line, function, exception, data), stepping, thread inspection, exception autopsy, hang/deadlock analysis, and request tracing.
astandrik/codex-pets Companion Gallery for Codex: public read-only registry for Codex-compatible animated companion packs. Search, preview, install community pets, generate badges/embed cards, and discover the request flow via Streamable HTTP MCP.
blinkingbit-oss/execkit Stateful, structured, auditable shell sessions for AI agents over local, SSH, and Docker. Secret redaction, output budgeting, SSH host-key verification, and a loopback read-only browser viewer that streams the live transcript.
Tokenectomy-Labs/Tokenectomy Sub-millisecond log surgery, secret redaction, and atomic compiler patch verification MCP server written in safe Rust. Eliminates framework noise from AI debugging sessions and guarantees zero dirty diff with instant rollback.
Wolfe-Jam/claude-faf-mcp First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads.
Wolfe-Jam/faf-mcp Universal persistent project context for Cursor, Windsurf, Cline, VS Code, and all MCP-compatible platforms (including Claude Desktop). IANA-registered format (application/vnd.faf+yaml). 17 native tools, AI-readiness scoring.
AaronVick/ECHORIFTMCP MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
Ivy-Innovation/cubelife Give AI agents a persistent pixel-art character that reflects their state in real time. Report work state, mark tasks complete, signal errors, and check status. Characters live in rooms with emotions and creature companions.
SLP-DEV1/qwen-dap-mcp DAP-to-MCP bridge that gives coding agents structured native-debugger evidence through CodeLLDB, including stack frames, registers, locals, disassembly, memory, crash dumps, and bounded autonomous crash fix/verify workflows.
embedded-society/altium-designer-mcp Lets an AI build and maintain Altium Designer component libraries: reads and writes .PcbLib footprints and .SchLib symbols byte-exactly (34 tools, IPC-7351B-driven footprints, STEP models, one-click Claude Desktop install).
rust-works/omni-dev MCP server for Atlassian Jira and Confluence with schema-validated MarkdownADF conversion. Catches content-model violations at conversion time rather than silently dropping ADF-only nodes like panels, mentions, and layouts.
gridproof/gridproof Renders your frontend with Playwright and audits spacing, gaps, and element sizes against a design scale; returns structured fix hints for the agent loop. Tailwind-first, falls back to accessibility checks on other stacks.
MarcelRoozekrans/memorylens-mcp #⃣ - On-demand .NET memory profiling MCP server. Wraps JetBrains dotMemory with a heuristic rule engine (10 rules) to detect memory leaks, LOH fragmentation, and anti-patterns, providing AI-actionable code fix suggestions.
VikrantSingh01/adaptive-cards-mcp AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks.
ios-simulator-mcp A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
eyaltoledano/claude-task-master AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.
MasterPlayspots/motionspec Reduced-motion / WCAG 2.2.2+2.3.3 verification for web animation: agents author validated specs; a deterministic compiler emits reduced-motion-safe, on-budget CSS. Keyless hosted endpoint (motioncatalog, motionvalidate).
mockherodev/mcp-server Agent-first synthetic test data MCP server. Estimate usage, detect schemas from SQL or JSON, create loginless Polar checkout, claim API keys, and generate JSON, CSV, or SQL data through a hosted Streamable HTTP endpoint.
zb-ss/servonaut Manage AWS EC2, Hetzner, OVH and custom SSH servers: run commands, fetch logs, CloudWatch/CloudTrail queries, fleet health snapshots, IP banning, S3 — with readonly/standard/dangerous guard tiers and a JSONL audit trail.
aresyn/codex-control-plane-mcp Durable control plane for long-running Codex Desktop tasks. Submit tasks asynchronously, poll operation/workflow state, approve Plan Mode, recover retries, and use hook-backed SQLite history for search and diagnostics.
daniloneto/bitbucket-mcp MCP server for Bitbucket Cloud focused on pull-request review — read PRs, diffs, comments, commits, files and the repo tree; post inline/general comments, approve, or request changes. Uses Atlassian API tokens (stdio).
dockndevai/mcp-azure-devops Azure DevOps boards/work items, repos/pull requests, pipelines & projects — governed with access modes, project allowlists, protected projects, delete gating, and typed confirmation. npx -y @dockndevai/mcp-azure-devops
louis030195/terminator-mcp-agent Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data extraction, and browser DOM inspection.
Neem2004/android-mcp-server Secure ADB-based MCP server for AI assistants (Claude, OpenCode, VS Code). Read-only logcat, UI hierarchy, package listing, and allowlisted shell commands. TypeScript/Node.js. Install: npx @neem2004/android-mcp-server.
microservices-sh/mcp MCP server for microservices.sh: inspect verified Cloudflare-native modules/templates, generate app plans/projects, run checks, and trigger confirmation-gated preview deploys. Install via npx -y @microservices-sh/mcp.
fstandhartinger/sandbox-as-a-service-mcp Give an agent a real Linux VM: run commands, move files, expose a preview URL, destroy it. Own kernel and dedicated VM per sandbox, never shared with another tenant, so untrusted model-generated code stays contained.
SimplyLiz/CodeMCP Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Python, Rust, Java via SCIP indexing.
endiagram/mcp Structural analysis for any system — 12 deterministic graph tools (topology, bottlenecks, blast radius, trace, diff, centrality) from EN syntax descriptions. No AI inside the computation. Install: npx @endiagram/mcp
hivemindunit/llmintel-mcp Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and Cohere. No API key. npx -y @llmintel/mcp or https://llmintel.ai/v1/mcp
sapph1re/mcp-billing-gateway-sdk Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included.
Sowiedu/Edict Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop.
paladini/devutils-mcp-server 36 zero-auth developer utilities: MD5/SHA/bcrypt hashing, Base64/hex/URL encoding, UUID/password/passphrase generation, JWT decoding, JSON/YAML/XML formatting, timestamp conversion, CIDR calculator, and text tools.
wkoverfield/quilt Line-level authorship for a shared Git checkout, so multiple AI coding agents work in one repo and each commits only its own lines. Symbol-level claims prevent collisions and every commit is an ordinary Git commit.
3KniGHtcZ/codebeamer-mcp Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
Quantum3-Labs/ARBuilder AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain deployment, backed by RAG-based retrieval over Arbitrum documentation.
sbroenne/mcp-server-excel #⃣ - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only.
adrianczuczka/mason Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows → files so agents can skip grep/glob on repeat queries.
aktsmm/skill-ninja-mcp-server Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.
GeiserX/atlassian-browser-mcp Browser-backed MCP wrapper for mcp-atlassian with Playwright SSO auth. Enables AI tools to access Atlassian Server/Data Center instances behind corporate SSO (Okta, SAML, ADFS) where API tokens are not available.
kyle641320/true-memory-fragments TMF checks source-context freshness against a selected Git working tree and retrieves source-linked code relationships on demand, helping coding agents revisit stale understanding and consider cross-file impact.
paulburgess1357/nvim-mcp MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP diagnostics, and annotate code with highlights. No plugin required.
HarperZ9/telos Local-first Project Telos MCP tool line for inspectable AI work: source intake, workspace context, routing ledgers, action receipts, and MATCH / DRIFT / UNVERIFIABLE verification packets across 5 stdio servers.
jawdat6/fixgraph-mcp Search and contribute to a community-verified knowledge base of 25,000+ engineering issues and fixes. Find step-by-step solutions with trust scores, submit new issues, and verify fixes work in your environment.
Eltortilla1/synapse-code-mcp Structural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required.
ajitpratap0/GoSQLX 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at mcp.gosqlx.dev - no install needed. 1.25M+ ops/sec, 6 SQL dialects.
CSCSoftware/AiDex Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.
extentos/mcp-server Build smart-glasses apps with AI agents — scaffold, validate, and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps. Runs locally via npx -y @extentos/mcp-server.
ForeverTools/kiprio-mcp Multi-purpose API toolkit: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculator, hash encoding, and GPU pricing. Free tier included. pip install kiprio-mcp
kimwwk/repocrunch MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.
Adityaaery20/media-mcp Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys required.
ethbak/icon-composer-mcp MCP server for Apple's Icon Composer: programmatically create .icon bundles with Liquid Glass effects (iOS 26+). 12 tools for icon creation, glass effect tuning, dark mode appearances, and App Store export.
wulun811/LiuHe LLM-native code tools: 44 MCP tools for reading, understanding and modifying code (Rust tree-sitter parser + SQLite index + transactional writes). Repo map in 98ms, 128 concurrent under 512MB with zero OOM.
jiezeng2004-design/PatchWarden Local-first MCP safety and verification layer for AI coding agents with workspace confinement, command allowlists, scope-violation detection, and auditable task evidence. Install: npx -y patchwarden@0.6.1.
Michael-WhiteCapData/ollama-handoff Offload cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost.
patchloom/patchloom Agent-safe structured file edits for AI agents: JSON/YAML/TOML by selector, markdown, AST, dry-run, multi-file batch/tx. Not a generic filesystem MCP. cargo install patchloom / npx -y patchloom mcp-server.
pmptwiki/pmpt-cli Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to pmptwiki.com community platform.
pylonapi/pylon-mcp x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC on Base. No API keys — agents pay per call via HTTP 402.
martingeidobler/android-mcp-server 21-tool Android device control via ADB — screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait. One-command install via npx android-mcp-server.
ahmedxuhri/bigindexer Hierarchical code intelligence for AI coding agents. Scans local source code, clusters files by behavioral roles, maps coupling seams, and provides in-repo twins/context for complex implementation tasks.
asif-nvc/e2b-sandbox-mcp Connect Claude Code with E2B cloud sandboxes — 29 tools for creating isolated Linux VMs, cloning repos, running commands, managing files, and performing git operations without touching the local machine.
vercel/next-devtools-mcp Official Next.js MCP server for coding agents. Provides runtime diagnostics, route inspection, dev server logs, docs search, and upgrade guides. Requires Next.js 16+ dev server for full runtime features.
Chunkydotdev/bldbl-mcp Official MCP server for Buildable AI-powered development platform bldbl.dev. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
kenneives/design-token-bridge-mcp Translates design tokens between platforms — extract from Tailwind, CSS, Figma, or W3C DTCG, then generate Material 3 (Kotlin), SwiftUI, Tailwind config, and CSS Variables with WCAG contrast validation.
aos-standard/mcp-agent-health MCP Agent Health Reporter — advisory agent health scan under AOS discipline (manifest, services, immune loop, evidence). Stdio MCP: mcp-agent-health. Install: pip install mcp-agent-health==0.3.1 · PyPI
efremidze/swift-patterns-mcp An MCP server providing curated Swift and SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from Swift by Sundell, SwiftLee, and other trusted sources.
James-Chahwan/repo-graph Structural graph map of any codebase for AI coding assistants. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of grepping through everything.
SegfaultSorcerer/heap-seance Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async-profiler with structured confidence-based verdicts. Two-stage escalation model with conservative scan and deep forensics.
agent-easy-use/mobile-easy-use MCP tools and Skills for Android/iOS runtime inspection and control: method hooks, state inspection, temporary overrides, UI actions, and screenshots. Built on Frida; requires debug-build integration.
andrewschreiber/desktopinsights-mcp Look up SDKs, frameworks, and dependencies used by 12,000+ macOS and Windows desktop apps. Search by technology adoption, compare stacks, and discover SDK usage patterns via the Desktop Insights API.
ooples/mcp-console-automation Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.
sena-labs/oz-mcp-server Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, Codex), plus native @oz in VS Code Copilot Chat. Independent project; uses only Warp's documented public interfaces. MIT.
wooxogh/adr-mcp-setup Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts.
gba3124/anyhook-mcp Creates a live webhook endpoint an agent can receive on, then reads the real deliveries back. The first call works without an account or a key, and the endpoint keeps working after the session ends.
gitkraken/gk-cli A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
juehang/vscode-mcp-server A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
nikolay-e/diffctx Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic, 30+ languages. Published on PyPI and in the MCP Registry.
WhenLabs-org/when Developer toolkit: auto-detect stack for AI context files, catch port conflicts, validate .env schemas, spot docs drift, audit dependency licenses, and time coding tasks — 7 MCP tools, one install.
h-kazuki-pixel/layout-doctor-mcp Renders HTML in a headless browser and detects layout defects numerically (text overlap, element overflow, placeholder leftovers) without requiring baseline images. Read-only, no API key required.
tao-izm/devpulse-mcp Zero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your local dev environment. Detects framework, running services, recent errors, and git state in one call.
EtienneChollet/ontomics Semantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries.
PSU3D0/spreadsheet-mcp High-performance, token-efficient spreadsheet analysis/editing (xlsx/xlsm) with region detection, structured reads, formula/style inspection, forking mechanics, and recalculation. Cross-platform.
naveenayalla1-CS50/mcp-server-toolkit Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf.
PatrickSys/codebase-context Local MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to trust an edit. 30+ languages, fully local.
PsYcGoD/sage Local-first CLI and MCP wrapper for AI coding agents. Routes shell commands through sage run --, stores command history locally, and returns compressed terminal output to reduce context noise.
ysalitrynskyi/opn-mcp Shorten links, read click analytics, generate branded QR codes, and manage links on opn.onl — the open-source, self-hostable URL shortener. Works with the hosted service or your own instance.
costajohnt/oss-autopilot Open source contribution manager with PR tracking across repos, issue discovery, CI failure diagnosis, and maintainer response drafting. Available as CLI, MCP server, and Claude Code plugin.
ferodrigop/forge Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.
Perseus-Computing-LLC/perseus Local-first live context engine and MCP server. Pre-resolves git, services, tests, and memory into a ready context briefing at session start (compile-before-context). MIT, PyPI: perseus-ctx.
QuentinCody/github-graphql-mcp-server Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
saurav61091/mcp-openapi Turn any OpenAPI spec into callable MCP tools for Claude. Point at any OpenAPI 3.x spec and Claude can call every endpoint through natural language. Supports Bearer, API key, and Basic auth.
LumabyteCo/clarifyprompt-mcp MCP server for AI prompt optimization — transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document).
mumez/pharo-smalltalk-interop-mcp-server Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.
public-ui/kolibri Streaming KoliBri MCP server (NPM: @public-ui/mcp) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local kolibri-mcp CLI.
SebastianGilPinzon/colab-mcp Control Google Colab notebooks and assign GPUs (T4/L4/A100) from any AI agent. Enhanced fork of Google's colab-mcp with all tools visible at startup, OAuth GPU control, and Windows support.
agenticempire/axint Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.
BetterDB-inc/monitor Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants.
sarveshsea/memi Design-system memory for coding agents with 46 MCP tools for UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs, and interface-quality diagnostics.
endorhq/cli Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.
Muhammed-AbdelGhany/restapimcp MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OTP support, Swagger spec fetch, and fuzzy endpoint search. Works with any REST API without writing auth code.
NavinAgrawal/mcp-broker Local MCP process broker that exposes one compact client entry while routing to many configured upstream MCP servers with profile gates, lifecycle ownership, and mutating-tool allowlists.
ronantakizawa/a11ymcp Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast, ARIA validation, and orientation lock detection.
marin1321/mcp-devtools Production-grade MCP server for secure access to local dev environments (filesystem, databases, processes, OpenAPI). Includes scope enforcement, command allowlist, and read-only DB mode.
muvon/octocode Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture — not just files.
benswel/qr-agent-core Dynamic QR code service for AI agents. Create, update, track, and retarget QR codes without regenerating images. 37 tools covering 11 QR types, one-command install via npx qr-for-agent.
ClaudeCodeNavi/claudecodenavi-mcp Claude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations from the ClaudeCodeNavi community.
religa/multi-mcp Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks.
callstackincubator/agent-device Discovery router for the agent-device CLI. Exposes status, install guidance, version-matched help, prompts, and resources for iOS, Android, tvOS, macOS, and Linux automation workflows.
hernaninverso/eleata-verify-mcp Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. npx -y eleata-verify-mcp.
hidai25/eval-view Regression testing framework for AI agents. Save golden baselines, detect behavioral drift, and block regressions in CI. Works with LangGraph, CrewAI, OpenAI, Claude, and any HTTP API.
Pharaoh-so/pharaoh Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context.
seldonframe/reelier Record an agent's tool-call workflow once, replay it deterministically at 0 tokens, and diff runs to catch drift — CI + snapshot tests for MCP tool-call workflows. npx -y reelier serve
abnegate/magents Shared session bus for Claude Code, Codex, Cursor, Grok, and friends: MCP + CLI to list/read/handoff/send/spawn across live agent sessions. Install: brew install abnegate/tap/magents.
io.github.hoainho/podium-mcp Mobile E2E MCP (40 tools): iOS-simulator control, native UI automation, Maestro flows, React Native debugging (logs/network/state), and WebView DOM inspection. Requires macOS + Xcode.
gavelcode/gavel Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks off the build graph and returns a pass/fail verdict an agent can request before finishing a change.
HanSur94/matlab-mcp-server-python Connect AI agents to MATLAB — execute code, run async jobs with progress reporting, get interactive Plotly plots, expose custom .m functions as tools, and monitor via live dashboard.
Keesan12/martin-loop Governed MCP runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence, and inspectable run receipts. Install: npx -y @martinloop/mcp.
n8daniels/RulesetMCP Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files.
vkhanhqui/figma-mcp-go Figma MCP server with full read/write access via plugin bridge — no API token, no rate limits. 58 tools for design automation: styles, variables, components, prototypes, and content.
alexbypa/github-projectpulse-mcp GitHub repository health monitoring for AI assistants. Analyze health scores (A-F grades), OpenSSF security checks, DORA metrics, code scanning alerts, and CI/CD status of any repo.
Neverlow512/agent-droid-bridge MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.
freema/mcp-design-system-extractor Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
icohangar-ops/codesentinel Dead code, circular dependencies, coupling, and architectural drift as MCP tools. Official MCP Registry: io.github.icohangar-ops/codesentinel-mcp. npx -y @cubiczan/codesentinel-mcp
nesquikm/mcp-rubber-duck An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives
ArchAI-Labs/fastmcp-sonarqube-metrics A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.
jaimenbell/mcp-factory Manifest-driven MCP server scaffolder and runtime hub: write a YAML manifest, get an MCP server, with batch registration and a live routing hub. pip install jaimenbell-mcp-factory
Jungle-Grid/mcp-server MCP server for Jungle Grid, an agentic GPU execution layer that lets AI agents estimate, submit, monitor, and fetch logs for inference, training, fine-tuning, and batch workloads.
mhmzdev/Figma-Flutter-MCP Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.
zaizaizhao/mcp-swagger-server A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
andypgray/resharper-cli-mcp #⃣ - ReSharper's solution-wide inspections and code cleanup for C# solutions, via JetBrains' free command-line tools. No IDE required. Unofficial, not affiliated with JetBrains.
neilberkman/editorconfigmcp Formats files using .editorconfig rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
paramount-engineering/roku-dev-studio All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging, and real-time log monitoring.
vezlo/src-to-kb Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.
yepcode/mcp-server-js Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
notasandy/mcp-code-sanitizer Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and SQL injections. Tools: analyzecode, comparecode, explaincode, generatetests, analyzefile, HTML reports.
runyourempire/4DA Dependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosystem news, and decision memory. 14 tools, zero config, privacy-first.
agent-hanju/char-index-mcp Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
elhamid/llm-council Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy's LLM Council concept.
hoklims/stacksfinder-mcp Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro).
ms-methos/jsonfabrica-mcp-server Generate realistic, schema-conformant JSON test data — single documents or relational batches — from reusable templates via the JsonFabrica API. npx -y @jsonfabrica/mcp-server
raychao-oao/pty-mcp Interactive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency.
admica/FileScopeMCP Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
Avazbek22/DevProjex #⃣ - A local-first stdio MCP server for building token-efficient codebase context, with live preview, Git scopes, MCP-enforced secret redaction, and syntax-aware compression.
cjo4m06/mcp-shrimp-task-manager A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. ShrimpTaskManager
isaacphi/mcp-language-server MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
Daghis/teamcity-mcp MCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management. Features dual-mode operation (dev/full) and runtime mode switching.
freema/openclaw-mcp MCP server for OpenClaw AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai.
mobile-next/mobile-mcp MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
IgorGanapolsky/ThumbGate MCP server that blocks AI coding agents from repeating mistakes — turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: npx thumbgate.
jsdelivr/globalping-mcp-server The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
louis030195/gptzero-mcp AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns.
mvtandas/wp-cli-mcp Full WordPress management via WP-CLI with 30+ tools for themes, plugins, posts, menus, users, database, scaffolding, and cache. Works locally or over SSH to remote servers.
optimaquantum/claude-critical-rules-mcp Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.
promptexecution/just-mcp Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.
Souzix76/n8n-workflow-tester-safe Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.
TamarEngel/jira-github-mcp MCP server that integrates Jira and GitHub to automate end-to-end developer workflows, from issue tracking to branches, commits, pull requests, and merges inside the IDE.
Wooonster/hocrmcpserver A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code.
kagan-sh/kagan AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated git worktrees, review, and merge.
kindly-software/kdb AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.
Odrin/rhizome-mcp Local-first task tracking and coordination for autonomous AI coding agents, with durable issues, leases, checkpoints, decisions, dependency graphs, and review workflows.
PromptExecution/cratedocs-mcp Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
r33drichards/mcp-js A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
specshield26/specshield-mcp-server The API-change deploy gate for AI coding agents: "is it safe to ship this API change to my consumers?" Analyze-only OpenAPI breaking-change detection + migration guides.
tufantunc/ssh-mcp MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.
doggybee/mcp-server-leetcode An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
ooples/token-optimizer-mcp Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring.
utensils/mcp-nixos MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
Yomiracle/trinity-lite Local-first task bus for CLI-based AI agents. Route work, persist state in SQLite, and let Codex, Claude Code, and other agents collaborate through a shared MCP server.
Inspizzz/jetbrains-datalore-mcp MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )
JaviMaligno/mcp-server-bitbucket Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions, and source browsing.
mmorris35/devplan-mcp-server Generate comprehensive, paint-by-numbers development plans using the ClaudeCode-DevPlanBuilder methodology. Creates PROJECTBRIEF.md, DEVELOPMENTPLAN.md, and CLAUDE.md.
mshegolev/jaeger-mcp Jaeger distributed tracing MCP. 5 tools: listservices, listoperations, searchtraces, gettrace, getdependencies. Any Jaeger instance (HTTP API v3); PyPI + MCP Registry.
janreges/ai-distiller-mcp Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt.
mikusnuz/app-publish-mcp Unified MCP server for App Store Connect & Google Play Console — 91 tools for iOS/Android app management, TestFlight, builds, submissions, pricing, and sales reports.
alvii147/piston-mcp MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config uv setup and a ready-to-use Claude Desktop config example.
V0v1kkk/DotNetMetadataMcpServer #⃣ - Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration
BrainGrid MCP BrainGrid MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably.
sapientpants/sonarqube-mcp-server A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
alfonsograziano/node-code-sandbox-mcp A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation and clean teardown
blakerouse/ssh-mcp MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
etsd-tech/mcp-pointer Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
srclight/srclight Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.
theserverlessdev/wsc Prose linter + AI-slop detector: weasel words, passive voice, hedging, and 190+ research-cited AI tells. Remote server at wsc.theserverless.dev/mcp or npx wsc-mcp.
GeiserX/lynxprompt-mcp Go-based MCP server for LynxPrompt prompt management. Create, search, and organize AI prompts and AGENTS.md/CLAUDE.md configuration files. Docker image available.
verifyax/verifyax-mcp MCP server for the VerifyAX platform. Enables agent evaluation, simulation testing, and functional/non-functional verification workflows through natural language.
gorosun/unified-diff-mcp Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
lpigeon/unitree-go2-mcp-server The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
srijanshukla18/xray Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by ast-grep).
thecombatwombat/replicant-mcp Android MCP server for AI-assisted Android development. Build APKs, launch emulators, manage devices, automate UI, and analyze logs through natural conversation.
hampsterx/claude-mcp-bridge Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with subscription-first auth, cost metadata, budget caps, and granular tool sandboxing.
YuChenSSR/multi-ai-advisor A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
getnahook/nahook-mcp "The official MCP server for the Nahook webhook platform — trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant."
xarl3z/magzdown-agent-tools Turn markdown into a shareable link that renders as a typeset document (tables, Mermaid, math, pagination); the content lives in the URL, nothing is uploaded.
zach-snell/bbkt Bitbucket Cloud CLI and MCP server. Manages workspaces, repos, PRs, pipelines, issues, and source code. Token introspection hides tools the API key can't use.
OpenZeppelin/contracts-wizard A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on OpenZeppelin Wizard templates.
shellsage-ai/mcp-server-boilerplate Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration configs.
aashari/mcp-server-atlassian-confluence Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
hyperb1iss/droidmind Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
JamesANZ/system-prompts-mcp-server Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
pzalutski-pixel/javalens-mcp 56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.
SDGLBL/mcp-claude-code An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
TCSoftInc/testcollab-mcp-server Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination support.
raye-deng/open-code-review AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.
mithun4elp/briefkit-mcp-server Generate engineer-grade SaaS specifications — design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code.
rafsilva85/credit-optimizer-v5 Save 30-75% on Manus AI credits through intelligent model routing, smart testing, and context hygiene. Audited across 53 scenarios with zero quality loss.
Vbj1808/retrieval-lens Black-box flight recorder for RAG retrieval inside MCP agents. Logs chunks, scores, sources and rankings so you can audit, replay and diff retrieval runs.
rinadelph/Agent-MCP A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.
tactual-dev/tactual Screen-reader navigation cost analyzer. Models real AT user effort with per-profile scoring, graph-based pathfinding, and step-by-step navigation traces.
VrtxOmega/Ollama-Omega Official Ollama MCP Server. Exposes ollamachat, ollamagenerate, ollamapullmodel, ollamalistmodels and ollamashowmodel tools for advanced AI interactions.
aashari/mcp-server-atlassian-jira Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
firelock-ai/kin A graph-native code repository for people and AI agents. Kin helps you and your AI agents understand what a code change might affect before you make it.
lamemind/mcp-server-multiverse A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
meanands/npm-package-docs-mcp MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package's GitHub repository or the README.
OctoMind-dev/octomind-mcp lets your preferred AI agent create & run fully managed Octomind end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
x51xxx/codex-mcp-tool MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)
bshea-1/Routed Universal local router for Agent Skills across Cursor, Claude Code, Antigravity, and MCP clients with zero-token sub-20ms hybrid matching on local CPU.
gabrielmaialva33/winx-code-agent A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
Luckycat133/traecnclaw-mcp-skill Local-first stdio MCP server and Agent Skill for TraeCN desktop automation on macOS, exposing exactly 20 focused tools through a durable local gateway.
shadcn/studio MCP Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.
yiwenlu66/PiloTY AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management
Govcraft/rust-docs-mcp-server Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
MerabyLabs/promptarchitect-mcp Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use.
paulhkang94/markview Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via npx mcp-server-markview.
TamiShaks-2/git-context-mcp Local MCP server that provides structured Git repository analysis (project status, recent activity, code map, and risk hotspots) for AI coding agents.
testdino-hq/testdino-mcp Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language.
abrinsmead/mindpilot-mcp Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram".
darktw/chatpipe-mcp Publish HTML as live, shareable web pages from your AI coding agent. Instant URLs with access control (public, password-protected, email-restricted).
mcpware/pagecast Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. npx @mcpware/pagecast
veelenga/claude-mermaid A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.
ConfigCat/mcp-server MCP server for interacting with ConfigCat feature flag platform. Supports managing feature flags, configs, environments, products and organizations.
5dive-ai/5dive-mcp Manage a 5dive agent fleet from any MCP client: file tasks, message and inspect agents, and read the fleet digest. Thin adapter over the 5dive CLI.
Hypersequent/qasphere-mcp Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
zelentsov-dev/asc-mcp App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client.
eirikb/any-cli-mcp-server Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has --help output, supports caching for performance.
ouvreboite/openapi-to-mcp #⃣ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body.
sim-xia/blind-auditor A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation.
skullzarmy/vibealive Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.
ayhammouda/python-docs-mcp-server Local, read-only retrieval over official Python standard library docs with exact symbol lookup, section-level results, and version-aware context.
BoxBoxmari/my-pi Local-first MCP runtime for coding agents with bounded workspace access, guarded writes, AST search, LSP navigation/diagnostics, and Git tooling.
conan-io/conan-mcp Official MCP server for Conan C/C++ package manager. Create projects, manage dependencies, check licenses, and scan for security vulnerabilities.
om-tajne/pkgdiet AST-based dependency analyzer that flags unused packages, calculates actual install sizes, and catches unmaintained legacy bloat. npx pkgdiet mcp
LWTlong/ai-dev-analytics An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules.
shashankss1205/codegraphcontext An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.
umum-ai/claude-codex-bridge Run Codex agents from Claude Code through MCP and Channels, with live progress notifications, mid-task steering, and saved session continuation.
ferrislucas/iterm-mcp A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
MikeRecognex/mcp-codebase-index Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.
haris-musa/excel-mcp-server An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
mshegolev/gitlab-ci-mcp GitLab CI/CD — pipelines, jobs, schedules, MRs, files. Works with any GitLab (SaaS or self-hosted); published on PyPI and in the MCP Registry.
pskill9/website-downloader This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
rikarazome/prolog-reasoner SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion. Benchmarked 90% vs 73% LLM-only accuracy on 30 logic problems.
Contentrain/ai Local-first MCP server for AI content governance — 13 tools for model/content CRUD, validation, normalization, and i18n across any framework.
irskep/persistproc MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs.
mihaelamj/cupertino Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.
aybelatchane/mcp-server-terminal Playwright for terminals - interact with TUI/CLI applications through structured Terminal State Tree representation with element detection.
xfloukiex-lab/laugh-tale Capstone of the Grand Line MCP set: a "collect them all" server that unlocks once the other tools are installed. pip install laugh-tale-mcp
aashari/mcp-server-atlassian-bitbucket Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
alimo7amed93/webhook-tester-mcp A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
KyaniteLabs/checkyourself Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
mcpware/ui-annotator-mcp Annotates any web page with hover labels for AI assistants — reverse proxy injection, zero browser extensions. npx @mcpware/ui-annotator
selvage-lab/selvage LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.
AgiMaulana/HuaweiAppGalleryMcp Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
jaspertvdm/mcp-server-tibet TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERIN/ERAAN/EROMHEEN/ERACHTER intent logging for compliance.
pzalutski-pixel/godotlens-mcp 15 semantic GDScript analysis tools via Godot's built-in LSP. Navigation, references, diagnostics, rename, and file sync for AI agents.
stippi/code-assistant Coding agent with basic list, read, replaceinfile, write, executecommand and web search tools. Supports multiple projects concurrently.
Vivekpatil200320/CyberRescue Secure host-level telemetry gateway enabling sandboxed AI agents to dynamically fetch container logs and track kernel resource metrics.
davidmosiah/delx-mcp-server Native stdio bridge for the hosted Delx Protocol MCP endpoint, with one-command client install, doctor checks and live tool discovery.
IvanAmador/vercel-ai-docs-mcp A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
jasonjmcghee/claude-debugs-for-you An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
Jktfe/serveMyAPI A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
aymericzip/intlayer A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
buildkite/buildkite-mcp-server Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.
danmartuszewski/hop Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts.
dorukardahan/twitterapi-docs-mcp Offline access to TwitterAPI.io documentation for AI assistants. 52 API endpoints, guides, pricing info, and authentication docs.
mikusnuz/cws-mcp MCP server for Chrome Web Store extension management — 8 tools for upload, publish, status, staged rollout, and metadata updates.
Touchpoint-Labs/touchpoint Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application.
wn01011/llm-token-tracker Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models
davidan90/time-node-mcp Timezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling.
IlyaGulya/gradle-mcp-server Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
lpigeon/ros-mcp-server The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
bgauryy/octocode-mcp AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
izzzzzi/codewiki-mcp MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository.
mikusnuz/npm-mcp MCP server for npm package management — 36 tools for publish, version, search, audit, install, and more from your AI assistant.
sequa-ai/sequa-mcp Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
Bristlecone-Logic/bristlecone-logic Deterministic execution guardrails, isolated AST math evaluation, SSRF-safe DNS routing, and autonomous malformed JSON repair.
openhonest/umbra Reports what your test suite is structurally unable to see and proves each gap with a real failing test, across six languages.
pzalutski-pixel/sharplens-mcp #⃣ - 58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents.
ukkit/memcord A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
madhan-g-p/DevDocs-MCP DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from DevDocs.io in offline mode
x402node/x402-mcp Exposes 100+ x402-paid APIs to AI agents via auto-discovery from Coinbase Bazaar. Handles USDC micropayments on Base mainnet.
hloiseaufcms/mcp-gopls A MCP server for interacting with Go's Language Server Protocol (gopls) and benefit from advanced Go code analysis features.
jarvisassistantux/loopsense MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling.
nvms/tui-mcp What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app.
ofershap/cursor-usage Enterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server
ReAPI-com/mcp-openapi MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
vivekvells/mcp-pandoc MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
ellmos-ai/ellmos-codecommander-mcp Developer-focused MCP server for code analysis, JSON repair, encoding fixes, and import organization across local projects.
ericbrown/project-context-mcp Exposes .context/ folder files as MCP resources, giving Claude Code instant access to project documentation via @ mentions.
sonirico/mcp-shell Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.
imqueue/mcp Search @imqueue docs and scaffold typed services & clients for AI coding agents, access CLI and manage your service fleet.
ILoveMyJay/repocontext Next-gen AST codebase map, token compression (70%~85% savings), and context packaging engine for AI coding agents & IDEs.
docker/hub-mcp Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images
hijaz/postmancer A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
back1ply/agent-skill-loader Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.
x51xxx/copilot-mcp-server MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing
valado/pantheon-mcp MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead.
Yutarop/ros-mcp MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
tumf/mcp-text-editor A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
yWorks/mcp-typescribe MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
HainanZhao/mcp-gitlab-jira Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
rafim-dev/mcp-doctor MCP configuration health check, binary validator, and JSON auto-repair engine for Claude Desktop, Cursor, and Cline.
shayaShav/flatten-mcp Flatten Claude Code sessions: keep every prompt verbatim, resume at a lower token count instead of lossy compaction.
agentic-mcp-tools/owlex AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
wende/cicada Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
imatza-rh/mcp-zuul Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration.
ryan0204/github-repo-mcp GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.
gwbischof/outsource-mcp Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?"
aidemd-mcp/server Structured .aide spec files that give AI agents progressive disclosure into your codebase architecture via MCP.
softvoyagers/qrmint-api Free styled QR code generator API with custom colors, logos, frames, and batch generation. No API key required.
Tommertom/awesome-ionic-mcp Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
stfade/moth A lightweight MCP server for structured bug-fix analysis and project-local verified fix memory for AI agents.
vasayxtx/mcp-prompt-engine MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.
dannote/figma-use Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools.
BrunoKrugel/echo-mcp A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.
idosal/git-mcp gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation
mcurmi05/vdiff Breaking-change diffs for npm packages so coding agents stop writing code against outdated API knowledge.
narumiruna/gitingest-mcp A MCP server that uses gitingest to convert any Git repository into a simple text digest of its codebase.
tiianhk/MaxMSP-MCP-Server A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
bitrise-io/bitrise-mcp MCP Server for the Bitrise API, enabling app management, build operations, artifact management and more.
VertexStudio/developer Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
ycs77/apifable MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.
Kapeli/dash-mcp-server MCP server for Dash, the macOS API documentation browser. Instant search over 200+ documentation sets.
theonedev/tod A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review
ckanthony/gin-mcp A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
cqfn/aibolit-mcp-server Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better'
hileamlakB/PRIMS A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
rafim-dev/mcp-smart-git Git MCP server and CLI for conventional commits, pre-PR secret audits, and merge conflict resolution.
ckanthony/openapi-mcp OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
smplkit/mcp Scheduled HTTP jobs from your AI agent — cron, one-off, or on-demand, with retries and run history.
capsulerun/bash Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required.
Pratyay/mac-monitor-mcp Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
Trent Security reviews, threat models over a repo or website, and remediation tracking, in your editor.
Comet-ML/Opik-MCP Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
deploy-mcp/deploy-mcp Universal deployment tracker for AI assistants with live status badges and deployment monitoring
oraios/serena A fully-featured coding agent that relies on symbolic code operations by using language servers.
Qlane AI QA that runs your app in a browser on every pull request: projects, test targets, test cases.
zarcherlot/code-relay Branch-scoped runbooks and cross-machine verification with auditable receipts for coding agents.
zillow/auto-mobile Tool suite built around an MCP server for Android automation for developer workflow and testing
GLips/Figma-Context-MCP Provide coding agents direct access to Figma data to help them one-shot design implementation.
posthog/mcp An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
ai.mentu/navigator Read-only repo navigation and progressive disclosure; BM25 locator with registered evidence.
app.anakior/atlas-mind Self-hosted git-native knowledge base with an MCP endpoint your AI reads, writes and rewinds
Localhero.ai Manage product translations from Claude and ship reviewed changes as GitHub pull requests.
stass/lldb-mcp A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
ai.kaiv/is-it-down Is GitHub, npm, Cloudflare or your AI provider down right now? 20 status pages, one call.
Rams Design review for UI code: 291 rules, scored 0-100 with fixes and git-applyable patches.
var-gg/mcp Enforces team naming consistency for AI-generated code via Cursor MCP integration. Guide
micl2e2/code-to-tree A single-binary MCP server that converts source code into AST, regardless of language.
tumf/mcp-shell-server A secure shell command execution server implementing the Model Context Protocol (MCP)
VulX Watch Independent security review for AI-built apps. Watch a GitHub repo. Never a patch.
ai.aient/mcp MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix PR.
api7/apisix-mcp MCP Server that support for querying and managing all resource in Apache APISIX.
ejentum/ejentum-mcp MCP server with reasoning, code, anti-deception, and memory tools for AI agents.
21st-dev/Magic-MCP Create crafted UI components inspired by the best 21st.dev design engineers.
xcodebuild Build iOS Xcode workspace/project and feed back errors to llm.
ezyang/codemcp Coding agent with basic read, write and command line tools.
reflagcom/mcp Flag features directly from chat in your IDE with Reflag.

Rows marked ↗ have no reference page of their own — the source registry did not provide enough to write one — so they link straight to the provider's documentation.

Authentication

How the 693 records in this category authenticate callers. Values come straight from the source registries; records the sources do not describe are counted as unknown rather than guessed.

  • No authentication 605
  • API key 77
  • OAuth 9
  • Unknown 2

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