Developer Tools MCP Servers

Turn any idea, URL, doc, or PDF into on-brand visuals: 100+ formats, native in 150+ languages

Turn footage into finished video: reframing, captions behind the subject, motion graphics, renders.

Rust MCP server and CLI for Apprise notification fan-out across dozens of delivery backends.

Rust MCP server and CLI for Arcane Docker and container management.

Rust MCP server and CLI for Gotify push notifications and message management.

Rust MCP gateway with Code Mode, authentication, setup, logs, CLI, HTTP API, and operator web UI.

Apprise notifications over MCP and CLI with authenticated stdio and HTTP transports.

Arcane Docker and Compose management over MCP and CLI with authenticated stdio and HTTP.

Gotify notifications and app, client, and message management over MCP and CLI.

Tailscale device, route, DNS, key, user, and ACL management over MCP and CLI.

Rust MCP server and CLI for UniFi Network controller operations.

yt-dlp search, download, metadata, delivery, and Plex workflows over MCP and CLI.

RMCP runtime for provider-backed agents with CLI, REST, HTTP MCP, plugins, and scaffold support.

Host, Docker, Compose, SSH, logs, ZFS, and file operations over MCP and CLI.

Rust MCP and CLI server for Docker, host inspection, SSH, logs, ZFS, and safe file operations.

Rust MCP server and CLI for Tailscale devices, users, keys, policies, and auth.

Rust MCP server and CLI for UniFi Network controller operations.

Rust MCP server and CLI for Unraid GraphQL, NAS, Docker, VM, and storage workflows.

Self-hosted media fleet operations across Sonarr, Radarr, Plex, and related apps over MCP and CLI.

Rust MCP and CLI server for Sonarr, Radarr, Prowlarr, Plex, Jellyfin, and download clients.

Rust MCP server and CLI for yt-dlp search, downloads, metadata, transfers, and Plex playlists.

Free Sparkplug B topic linting, UNS naming checks and AI-readiness screening. No API key.

Trainable non-fiction writing voice, presets, and an anti-AI-tells audit for Claude, via MCP.

Context engineering for AI coding agents: product context, project missions, and 360 memory.

DNS and email security: check SPF, DKIM, DMARC, DNSSEC, DANE and build the records. 45 tools.

One shared project for a team's coding agents: decisions, a task board and handoffs.

A graph-native code repository for people and AI agents.

MCP server for progressive tool usage at any scale (see https://klavis.ai)

Local-first agent memory. Source, date, bind/abstain. Permanent name: lbrain.ai/claim.html

Living memory for AI coding agents: recall before acting, report outcomes so confidence is earned.

Decision system for software built with AI

Agent-first real-time messaging over MCP: self-provision channels, publish, history, presence.

Find test gaps, generate grounded tests, and dynamically prove behavior with mutation testing.

Connect any two APIs and keep them in sync — 48 MCP tools with shadow previews and diagnostics.

The governed runtime for agent skills. Search the catalog and inspect a skill before running it.

Prepare -> execute for onchain agent actions: policy pre-flight, simulation, receipt log.

A MCP server built for developers enabling Git based project management with project and personal…

A Model Context Protocol (MCP) application for automated GitHub PR analysis and issue management.…

Access and interact with anime and manga data seamlessly. Retrieve detailed information about your…

Interact with your HackMD notes and teams seamlessly. Manage your notes, view reading history, and…

Create friendly, customizable greetings for any name or audience. Break the ice in demos, onboardi…

Deterministic context layer for your codebase: change impact, blast radius, answers with receipts.

Hybrid semantic and keyword code search for coding agents.

Track competitor brand demand across search, social and news. Free key at trendsapi.ai

Find rising topics before they peak across search and social. Free key at trendsapi.ai

Track crypto token and narrative attention across platforms. Free key at trendsapi.ai

Product and category demand signals across Amazon and social. Free key at trendsapi.ai

Consumer demand signals across search, shopping and social. Free key at trendsapi.ai

npm package download trends and adoption growth over time. Free key at trendsapi.ai

Spot keyword demand rising or fading across search and social. Free key at trendsapi.ai

Cross-platform social trend signals from TikTok, YouTube, Reddit and X. Free key at trendsapi.ai

Spotify top podcast trends and listening signals. Free key at trendsapi.ai

Trend data from Google, TikTok, Amazon, Reddit, YouTube, Steam, npm and more as JSON

X trending topics and discussion volume over time. Free key at trendsapi.ai

Amazon product search demand over time, with growth for any keyword. Free key at trendsmcp.ai

App Store and Play downloads and charts over time, Android uses bundle ID. Free key at trendsmcp.ai

News sentiment scores over time, with growth for any topic. Free key at trendsmcp.ai

News article volume over time, with growth for any topic. Free key at trendsmcp.ai

npm package trends and weekly downloads over time. Free key at trendsmcp.ai

Reddit trend data over time, with growth for any topic or brand. Free key at trendsmcp.ai

Steam concurrent players by game over time, monthly trends and growth. Free key at trendsmcp.ai

TikTok hashtag volume over time, with growth for any hashtag. Free key at trendsmcp.ai

Wikipedia page views over time, with growth for any article topic. Free key at trendsmcp.ai

YouTube search interest and trend data over time, with growth metrics. Free key at trendsmcp.ai

Paid APIs and tokenized shares for agents. Prepaid funding, including authorized Instinct checkout.

Agentic code review, no signup to try: reality gates + frontier-model review, with veto.

Meeting bot and transcripts for Google Meet, Teams and Zoom. Live or after, speakers labelled.

Convert frontend folders to WordPress themes: quota, convert, status, download, preview, failures.

Albanian NIPT validation, TVSH (VAT) & invoice math, gross↔net payroll on verified 2026 rates.

Self-hosted git-native knowledge base with an MCP endpoint your AI reads, writes and rewinds

Zero-auth MCP: image optimize, cited storage/format data, and dev utilities LLMs get wrong.

Hosted MCP server connecting claude.ai, ChatGPT and other AI apps to your own computer

Design spec + milestones AI coding agents read before building; drift flagged, changes reviewed.

Live public data from Instagram, TikTok, LinkedIn, YouTube, X and 20 more networks, via one key.

Search US sex-offender registries and criminal records, with per-source citations.

Free BaZi, I Ching, tarot, Zi Wei and bilingual learning tools with transparent methods. No API key.

Public links for local services and static artifacts: live from your machine or hosted by Serve.

Swiss company data: Zefix register, SHAB gazette, simap tenders, FINMA, GLEIF and ARAMIS

What breaks between versions, vulnerabilities, compatible versions, EOL dates: npm, PyPI, Rust, PHP.

Provision and manage Krova Cloud Cubes — Firecracker microVMs with root access and no public IP.

Shared voxel world for AI agents. Extend First Light at the world centre over HTTP or MCP; no auth.

中国12城官方房产成交数据与进攻/防守买卖信号 MCP。3天全城市免费试用，深圳信号永久免费。Housing data & signals for 12 Chinese cities.

Read and manage Churnkey cancel flows, retention metrics, and payment recovery

Extract, search and tag any document: invoices, receipts, contracts, templates. OAuth or API key.

Generate, audit, and maintain legal policies that match what your code actually does.

Give your AI agents the ability to ask real users why.

Ask about your Yungle transfers, share big files, download what you're sent. Approve every send.

Check AI crawler robots.txt policy and monitor public-site policy, sitemap, and llms.txt changes.

Forex and gold data API: real-time XAUUSD and FX, 1s candles, redistribution allowed, from CHF 500.

Real email inboxes for AI agents: create addresses, send, wait for mail and verification codes.

350+ production-ready APIs through one MCP server — weather, geocoding, validation, financial data.

Access your app analytics, ASO tools, and app market intelligence with Appfigures.

Connect to Atlassian Jira, Confluence, Loom, and more to search, create, and manage your work.

Pay-per-call APIs and MCP services for agents, no accounts or keys, with verifiable receipts.

Arabic-first OCR, translation and document extraction. First call mints a free trial key.

MCP server for Web Bluetooth on iOS Safari: scaffolding, UUID lookup, extension detection.

Live MTG sealed product prices across UK retailers. Search, compare, track deals and price drops.

Schedule and publish posts on 19 social networks, answer comments and DMs, read post analytics.

Check reward coverage by country, search real catalog items, and ask how CatalogAPI works.

A paid remote MCP for CLI tool MCP, built to return verdicts, receipts, usage logs, and audit-ready

55 tools, 7 Resources, Sigma rules, email SPF/DMARC, MITRE, CVE/KEV, risk_score. No key.

Field operations on a deterministic solver — run jobs, crews & fleet from Claude or ChatGPT.

Crosby, TX weather, air quality, tropics, floods, fishing, pollen, burn bans, radar, news & schools.

Cruise sailings, itineraries, weekly fare history, port capacity and the Cruise Price Index.

Brazilian company and person data by CNPJ/CPF: registry, partners, tax status, sanctions, lawsuits.

MySQL change tracking with instant row-level recovery and forensic attribution for compliance.

DebugBundle MCP: runtime error reporting, incident response, health checks, and product analytics.

Audit agent-distribution surfaces and create an evidence-based distribution plan.

Dribba: services, case studies, budget estimates and contact, as MCP tools.

Search and read Empryo's documentation. Read-only, no auth, no local access.

Build smart-glasses apps with AI agents: scaffold, validate, and simulate before real hardware.

Live Booking.com hotel prices, plus per-country pricing for rate-parity monitoring.

Real-time Google Flights: one-way and round-trip fares over date ranges, with price verdicts.

Create contact forms, get HTML/React/Next.js snippets and read recent submissions on Formgong.

Local-first MCP that scores your codebase's build readiness. Your code never leaves your machine.

Deploy the apps your agent builds to a private, shareable HTTPS link, checked for leaked keys first.

Architecture diagrams, explanations and Mermaid source for public GitHub repositories.

Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.

The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab, Bitbucket and more.

GoAnyAPI SEO MCP: traffic, DR, backlinks, keywords, Google/Bing SERP/autocomplete, Ads Transparency.

Dev intelligence layer: 7 MCP tools for graph-powered codebase reasoning.

Execution control plane for agents: capabilities, durable jobs, budgets, receipts, and BYOK.

Hebrew translation that keeps prices, names and dates exact, RTL display, nikud, clinical Hebrew.

Verified memory for coding agents: claims cited against code, stale withheld, savings receipts.

DePIN network telemetry with the source, as_of time and an upstream verify URL on every value.

23 API tools for Claude Code — email, DNS, SSL, NLP, scraping. Free tier included.

Semantic code search built for AI agents. Hybrid, AST-aware, context for 166 languages.

Human-in-the-loop for AI coding agents — ask questions, get approvals via Slack.

Score an IP, email, phone, domain or device for fraud in one call, with the signals behind it.

Solana token safety and pump.fun rug checks: free for any mint, paid depth in USDC on Solana or Base

Sports prediction markets for AI agents — live prices, quotes, orders, and positions.

Manage Subscribers, Broadcasts, Sequences, Automations, and reporting in Mailrith.

md-log MCP: save/update/fetch markdown by path (stdio + remote HTTP, PAT auth).

Detect API breaking changes, scan your codebase for impact, and draft the fix. Runs locally.

Citizenship, residency & tax-residency data for 190+ countries, with origin-aware route planning

Memory + wallet for AI agents. Real payment rails, Agent FICO 300-850, Merkle audit, identity.

Mock, record/replay, verify and chaos-test any HTTP, REST, gRPC or LLM dependency over MCP.

Calculate US household employer (nanny) taxes + run payroll via AI agents. All 50 states.

Pay-as-you-go Open Graph image API. Renders 1200x630 PNGs for agents. Credits never expire.

Pay-per-call compliance via x402: wallet sanctions, OFAC name, UK + US company verification.

Sub-arcsecond astrology on NASA JPL DE440: natal, transits, Human Design, Vedic, BaZi.

WHOIS/RDAP, DNS, SSL, live subdomains with IPs, and SPF/DMARC/DKIM for any domain.

Share a dev server or upload a built site at a public https link, and hand the link back.

MCP server that reverse-engineers a locked rebuild spec from an existing app.

MCP server for detecting and redacting PII (Personally Identifiable Information) in PDF documents.

Chords, scales, progressions, transposition, and MIDI tools for music theory AI agents.

Give your AI agents trusted access to the full Postman platform.

Read your Pyunto Time Management schedule and log time from an AI assistant. E2EE project planning.

Generate fake user profiles and companies for tests, seed data, and AI agent demos.

Transform video, audio and images, and generate media from prompts. FFmpeg, captions, models.

A secret store for AI agents: the agent never sees the plaintext.

x402 pay-per-call infra for agents: $0.03 image generation, Postgres, auth, storage, functions.

Local-first, LLM-agnostic memory layer for AI assistants.

An MCP server for Scout Monitoring data interactions.

Evaluate an MCP server with passmcp and verify its attestations, from inside the agent. Read-only.

Measured ground motion per US address (NASA InSAR). Self-register, $0.40/report, misses free.

Contribution Exchange MCP: domain discovery, policies, preflight, proposals, and signals.

SigRank benchmark MCP: cascade metrics, leaderboard, operator profiles, simulation, diagnostics.

Search, fetch, lint, and install Agent Skills (SKILL.md) from the SkillMD registry.

MCP server for AI access to SmartBear tools, including BugSnag, Reflect, Swagger, PactFlow, QTM4J.

MCP server for AI access to Swagger by SmartBear.

Website QA for your coding agent: audit SEO, performance, security, accessibility over MCP.

MCP server exposing String Utility Belt's utilities and pipelines as tools for AI agents.

320K+ open-source SVG icons: 12 tools, anonymous metadata search; SVG, exports, collections via Pro.

Read-only global event and evidence intelligence with entities, assets, and impact paths.

Email for agents: newsletters, subscribers, contacts, broadcasts. OAuth sign-in, no API key.

Search and run data, text, code, PDF and web APIs. Requests not stored. Network tools need a key.

Free SPF, DKIM, DMARC, MX deliverability check with graded shareable reports, plus referral terms

Mint an agent identity in two free calls. Verify anyone. Earn 75% when someone reads you.

One API for 100+ AI video, image, music and speech models.

Real-time data APIs for 50+ commerce, grocery, social and maps platforms over one OAuth MCP server

Tests your live app like a first customer, free. One exact fix to paste in your builder, re-tested.

Local MCP server for AI coding safety: risk checks, sessions, checkpoints, and fix prompts.

Local-first MCP server: version-correct library docs, code map, and offline drift for your repo.

One shared brain for your AI coding agents: team memory, agent Q&A, tasks, and file claims.

Read-only search over the Vocenya AI receptionist API docs and endpoints, with code samples.

Calls, leads, bookings, chats, outbound AI calls and Do Not Call for one Vocenya business.

Read-only answers from vocenya.com: plans and prices, products, industries, locations, guides.

Book real travel from your agent — flights, hotels & activities behind a price-gated checkout.

Keyless webhook endpoints: capture, wait, replay, forward, and generate types from real traffic.

Linux microVM sandboxes for AI agents: run commands, files, processes, pause and wake.

Manage your WorkOS workspace in plain language: orgs, users, SSO, Directory Sync, and AuthKit.

The structured memory layer your AI is missing. Requires the free Wuniq desktop app.

Real-time data-breach lookup and analytics for emails and domains from XposedOrNot.

X Twitter scraper & Twitter API alternative. Search, monitor, publish & manage X accounts.

Live SEO workflow tools for Claude Code, Codex, and AI agents.

Search and read the Agent Surface guide to making websites, apps, APIs and CLIs work with AI agents.

Shared knowledge cache for AI coding agents — reuse an answer once it exists.

Ask your Google Analytics 4 property how the site is doing: traffic, pages, events, audit.

Augments MCP Server - A comprehensive framework documentation provider for Claude Code

Sort up to 1,000 texts into your own labels with a calibrated confidence per answer. No API key.

classifier.dev documentation as tools: list, read and search the reference, benchmark and guides.

MCP server connecting AI agents to 100+ apps (Gmail, Slack, Notion, GitHub) via one-click OAuth.

Scrape AI answer engines and Google Search/News with country and state-level geo-targeting.

Structured failure knowledge for AI agents — dead ends, workarounds, error chains

Local-only MCP server for source-attributed Markdown memory and documentation retrieval.

Security scanning for AI agents: SAST, SCA, secrets, IaC, DAST, ranked by real risk.

Document to Markdown MCP server: PDF, Word, PowerPoint, Excel and HTML, with OCR for large files.

Design, save, and run outcome-aligned AI workflows and verifiers, with reliable image output.

Deploy a multi-user web app from your agent: hosting, auth, database, and permissions.

The image pipeline for agents: presets, assets and jobs. Answers with asset ids and stable URLs.

E-invoice checker for ZUGFeRD, Factur-X, XRechnung and Peppol BIS. Free web tool, API and MCP.

Official MCP connector for Legalize: read and search its whole open corpus, at any point in time.

Persistent memory and virtual filesystem MCP server for AI agents.

Verified coding workflows with planning, verification, bounded retries, evidence, and evolution.

Persistent agent memory as plain Markdown in your repo - readable, diffable, with provenance.

Email verification for AI agents: send, hold or kill with the reason. Signup and credits by API.

Validate oh-my-posh configurations and segment snippets against the official schema.

HTML and CSS to PDF MCP server with page headers, footers and page numbers. No headless browser.

Free developer subdomains with DNS, catch-all email, and webhook capture, managed via MCP.

Post, schedule, reply and measure across X, LinkedIn, Instagram, TikTok, YouTube, Threads, Bluesky

Verified German HR data with legal source: minimum wage, social security, holidays, notice periods

SEO MCP server: crawl your site, find AI-visibility gaps, and ship the fix from your coding agent.

Codebase intelligence for AI coding agents — graph, git history, docs, decisions, code health.

Read backups and Fire Drills, and ask for a backup or a drill. No tool deletes a backup.

Detect prompt injection, jailbreaks, and code injection in untrusted text before it reaches an LLM.

Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, safe command exec.

Unity Editor automation for AI agents: scenes, prefabs, assets, shaders, Timeline, tests, builds.

Cutlist optimization for sheet, linear and roll stock, with grain, kerf, nesting and saw exports.

Generate and validate a .specs/ bundle for your repo, then hand it to your AI coding agent

Find, compare, and audit software for AI agents. Scored registry of tools and MCP servers.

Search and read the StitchAPI docs: search_docs finds relevant sections, get_doc reads a page.

Free, open MCP server for The Urantia Papers. 197 papers, 14,500+ paragraphs, 4,400+ entities.

Coding agents from Claude Code, Cursor and Codex claim jobs and lock files on one shared board.

Search the Wraps docs and estimate AWS SES costs. Public, read-only, no authentication.

Agent-first E2EE file transfer over MCP: move files between machines in one tool call, gone in 24h.

Read-only electricity, gas, and weather data with structured provenance and units.

Swap, transfer, portfolio and Aave V3 on Base, HyperEVM and Monad, with the FibX app as MCP Apps UI.

Slingshot's brand guides, design tokens and an off-brand colour check, for any MCP client.

Local multi-repo code graph over MCP. Blast radius, call graphs, and memory anchored to code.

Give AI coding agents access to your Vynix visual feedback, bug reports, and AI diagnosis.

Shorten any long URL into a clean kool.ink link. Free, unlimited, no signup. AI-agent ready.

Direct access to Cypress tests results and accessibility reports in your AI workflow.

Query and explore 100+ databases through your DBCode connections.

Create Elaan notification types, templates and brands, trigger sends, and debug delivery.

Webhook capture and replay, delivery pipes, and signed multi-agent rooms. No signup to start.

Decode any Base tx: plain English, strict JSON, risk flags, no LLM. 50 free/day per IP, then $0.02.

Substack CLI + 26-tool MCP server. Your IDE drafts replies via propose_reply. No API keys.

Universal AI API Orchestrator — 1,554 tools, 96 services. One install.

Search 1M+ open-access papers, standards, and case law from an AI agent.

Hypothesis-driven problem solving for AI agents: probe, falsify, escalate.

One encrypted channel where Claude Code, Cursor, Codex and any other agent talk to each other.

Agent-built web app quality gate. Real browser is the judge. PASS/FAIL with receipts.

AI-native print-grade PDF generator. Markdown in, publisher-quality PDF out.

Control fleets of remote machines via AI agents: exec, files, git, fleet ops, map/reduce.

Upgrade intelligence for AI agents: what an upgrade changes, where it touches your code, CVE scans.

Django admin models over MCP: CRUD, actions, history, autocomplete — capped by Django permissions.

Save AI-agent handoff checkpoints, WorkStash notes, and WorkThreads in a local A2CR workspace.

Static code map generator: MAP.md + map.json for any repo, plus a Claude Code /map plugin

Local privacy-first tools: redact secrets, decode JWTs, compare LLM costs. No network calls.

Work with Redmine issues, projects, time entries, wiki pages and more. Read-only by default.

Test iOS, Android, and web apps with agent exploration, replayable flows, and CI gates.

What's hot in AI right now, ranked with receipts from GitHub, HN, npm and Hugging Face.

AI agent draws editable hand-drawn diagrams (flowchart, ER, architecture) via MCP, not static images

The static analyzer your AI agent reads — fix-ready, machine-readable scan reports over MCP.

An MCP server for Apache Airflow

Read-only MCP server for AgentLoopKit tasks, policies, reports, handoffs, and status.

Manage your AceData Cloud account: services, pricing, APIs, docs, balance, usage, keys & orders

MCP server for AI dialogue using various LLM models via AceDataCloud

AceDataCloud Face Transform MCP: keypoints, beautify, age/gender, swap, cartoon, liveness

MCP server exposing the AceDataCloud Fish Audio API (text-to-speech with voice conditioning)

MCP server for Flux AI image generation

MCP server for GLM chat completions using Zhipu AI models via AceDataCloud

MCP server for Grok Imagine AI video generation

MCP server for Hailuo (MiniMax) AI video generation

Generate and edit Happy Horse AI videos through Ace Data Cloud

MCP server for Kling AI video generation

MCP server for Luma Dream Machine AI video generation

Produce complete AI videos from a brief with Maestro

MCP server for Midjourney AI image generation and editing

MCP server for NanoBanana AI image generation and editing

MCP server for OpenAI API (chat completions, image generation, embeddings) via AceDataCloud

MCP server for Producer/Riffusion AI music generation

MCP server for ByteDance Seedance AI video generation

MCP server for ByteDance Seedream AI image generation

MCP server for Google search results via SERP API

MCP server for URL shortening and management

MCP server for OpenAI Sora AI video generation

MCP server for Suno AI music generation, lyrics, and covers

MCP server for Google Veo AI video generation

MCP server for Wan AI video generation

MCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured).

Deterministic repository change-impact analysis for engineers and coding agents.

Free, local MCP server that audits ClickUp, Slack & Teams for work that slipped through.

Observation-only CI/CD validation for AI coding agents.

Help open-source contributors earn maintainer trust: repo rules, briefs, and pre-submit checks.

Committed, machine-readable codebase context and code map that tells agents where to look.

ABC complexity gate for AI-written code with an MCP inspection tool.

Fast RuboCop-compatible Ruby linter with MCP inspect and autocorrect tools.

Local-only MCP server and CLI for AI video ad briefs, UGC scripts, storyboards, and prompts.

Hand a human a rich interactive UI by URL and get structured data back, from any MCP client.

MCP server for Africa API — access data on all 54 African countries through Claude

African intelligence infrastructure for AI apps, developers, and data products via MCP.

Audit web pages for AI search readiness with evidence-tiered factors and pipeline-stage scores.

Explore and download AI agent blueprints as Agent Skills directories for coding agents

Drive your real, logged-in Chrome from any AI agent - 40 tools. Needs our Chrome extension too.

Safe, read-only database access for AI agents. 5 databases, batch queries, SQLGlot.

Develop firmware on the real board behind a debug probe: flash, reset, UART and CAN, policy-gated.

Proof and repair for Apple coding agents: validate Swift, run Xcode evidence, and repair failures.

Discover open-source AI agents and get source-owned installation instructions through MCP.

Backend for AI agents: one batched tool over ~668 actions (hosting, storage, auth, payments).

Whether an AI agent may fetch a URL, on what terms, and at what price. Free, no key, no signup.

Synthetic checks, nightly regression replay and model-drift alerts for AI agents

Free spend report from an agent log, no key. Hosted proxies: caps, audit export, buy calls.

Real estate deal memo from a US address: AVM, rent, comps, cap rate, cash-on-cash, DSCR, red flags.

Does an MCP server work for a stock client? By registry name or URL. Tool drift too. Free, no key.

Probe a signup URL you own and score whether an AI agent can sign up unaided.

Local ledger of Claude Code and Codex tokens, API-equivalent cost, limits and token-rate changes.

Stablecoin reserve attestations as JSON: reserves, composition, attestor, on-chain supply, ratio.

Tells an AI agent when another is already doing its work. Board, typed mail, directory claims.

Structured Windows state for AI agents: processes, windows, UI trees. No screenshots.

Deterministic prose linter for LLM text — flags AI slop, filler, buzzwords, hedges, clichés.

Index your codebase. AI searches instead of re-reading files. 94% token savings.

Why is my Windows drive full? Free space safely, within limits you set. Never deletes permanently.

Skills and Scars for AI agents - your agent records its failures and never repeats them.

UK Companies House public register: search companies, officers, ownership, filings and documents.

MCP server that teaches any AI agent the AIDE methodology via progressive disclosure

Connect any AI agent to 1,000+ apps and 27,000+ actions through one remote MCP server (OAuth).

Persistent, verified memory for AI coding agents: recall, capture, guardrails, review queue.

Security scanner for AI Agent skills, plugins, and MCP servers with A-F grading.

Governed self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, RCA. 28 tools.

MCP server for searching Airweave collections with natural language queries.

Code-aware browser testing agent — 14 Playwright tools for AI code editors via MCP

Task queue, decisions and memory for coding agents. Local SQLite, no network. Requires Bun.

Turn OpenAPI services into tools an agent can call under your rules.

Stops secrets, cross-tenant queries and unsafe migrations before they merge.

Codebase memory for AI agents: an AST index plus agent-written notes that self-stale.

95 typed Typesense operations for AI agents through an MCP server that is read-only by default.

GodPrompt MCP + Agent Skill for coding agents with TDD, debugging, verification, and task routing.

Audit public webpages and supplied markup for HTML, CSS, SEO, JSON-LD, and link issues.

Human-in-the-loop approvals and notifications for AI coding agents through a local stdio MCP server.

Docstring quality vetting for Python -- enrichment, freshness, coverage, and presence checks

Unofficial Blackboard Learn (LMS) MCP for students: courses, assignments, grades, materials.

Validate pixels, postbacks, conversion API payloads, and tracking URLs with spec-backed findings.

Validate OpenRTB bid requests and responses against IAB specs. ARTF, Rust core.

Validate VAST, VMAP, and DAAST ad tags against IAB specs. 234 rules, pure Rust core.

MCP server for S.C.A.L.A. Score API — let Claude, ChatGPT, and AI agents search 250M+ companies

Connect AI agents to multiple Shopify Admin stores for reports, comparisons, and guarded updates.

Inspect, drive and debug a running Ren'Py game: state, screenshots, guarded clicks, saves, builds.

Unofficial Plan to Eat client: recipes, meal planner, leftovers, freezer, and shopping list.

Search and invoke real AI capabilities on modelmarket.dev. Free trial, then a prepaid key.

CLI and MCP server for the LinkedIn API

CLI and MCP server for the Qonto banking API

Unofficial CLI and MCP server for the Toptal Talent platform — personal-productivity tool

Drive a real Playwright browser: annotated screenshot + structured page state after every action.

Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support.

Web search and web fetch with no API keys. Reads the sites that refuse AI agents.

MCP for Roblox Studio and Open Cloud: drive Studio, run headless tests, and review game security.

React Native and Expo health check: upgrade blockers, store rules, crash risks, security findings

Python capability compiler: local read-only analysis and explicit MCP/REST exposure planning.

Run bounded, deterministic MCP reliability tests and generate executable regressions.

D365 F&O: 90 AI tools over 200K+ objects, 25M+ cross-refs, 24M+ label translations.

WCAG 2.1 AA accessibility scanner (Playwright + axe-core) with grounded, browser-verified fixes.

Finds the Git commits that explain why code is the way it is: semantic and full-text history search.

Search internet radio stations, stream URLs, top stations, countries and genres (Radio Browser).

Finds Angular Reactive Forms and returns verified Signal Forms recipes. Never edits code.

MCP server that fronts any OpenAPI service: discover operations from its spec and call them

MCP server for Ultralytics Platform projects, datasets, training, prediction, exports, and models.

Open, Git-native memory protocol for MCP agents. Portable, versioned, human-editable.

Local, private PDF to Markdown for agents: geometry-first parsing, OCR only where needed.

MCP server for real interactive terminal sessions — REPLs, SSH, databases, Docker

Bridge AI coding hosts to the OpenAI Codex CLI for delegated implementation.

Bridge AI coding hosts to cursor-agent over the Agent Client Protocol.

Isolated dev environments, one per git worktree: ports, env, and DB slices as agent tools.

LLM pricing where every rate carries its source and the date it was last confirmed.

Mirror and drive iOS Simulators and iPhones: token-efficient UI snapshots, a live viewer, recording.

Seven nature sources in one MCP: iNat, eBird, NOAA, USGS, NPN, Mushroom Observer, night sky.

eBird MCP server. 21 tools covering eBird API v2: observations, hotspots, checklists, taxonomy.

iNaturalist MCP server. Wildlife observations, species counts, taxa, and places worldwide.

Mushroom Observer MCP server. Mycology observations, fungal taxonomy, and region discovery.

USA National Phenology Network MCP. Bloom, leaf-out, and flight timing from NPN observers.

USGS Water Services MCP server. Real-time streamflow, gage height, and site metadata from NWIS.

ReSharper CLI inspection/cleanup via MCP. Unofficial: not affiliated with or endorsed by JetBrains.

Bounded tools for rendering, extraction, RAG, enrichment, local discovery and review analysis.

Generate images, videos, and audio using 100+ AI models via muapi.ai.

A chaos-engineering and resilience-testing toolkit for Model Context Protocol servers.

Give AI agents eyes for motion: see what changed on screen, not just how it looks.

Local code graph for TypeScript, Python and Swift: who calls this, what breaks if I change it.

Search and read locally-recorded meeting transcripts over stdio. Read-only, no network.

An MCP server that provides persistent memory and context management across sessions

Memory for agents and people: exact recall from a plain-text index, by your own keys.

Verify what agents actually shipped, arbitrate file collisions, refuse with structured reasons.

Capture dev context on interrupt; replay it as a 30-second resume card. Git stash for your head.

Select a layout layer on a live web or Android UI, move it, and hand the edit to any MCP agent.

Fail-closed, read-only PostgreSQL and MongoDB access for AI agents over MCP.

Local MCP server generating complete App Store & Google Play screenshot sets.

Context hygiene for Claude Code: drift detection, re-read dedup, and token analytics.

Local-first multi-agent coordination for messages, leases, shared plans, status, and resources.

Connect AI assistants to Stellary projects, boards, documents, and governed agent workflows.

Official MCP server for Anytype API - your encrypted, local and collaborative wiki.

How engineers pronounce developer jargon — 1,903 confidence-tagged entries with citations.

Kotlin/Java library sources, public API and KDoc from the real Maven sources jar, for AI agents

Local guardrail proxy that blocks destructive MCP tool calls, rug pulls, and tool poisoning

Local, token-budgeted code context with file:line provenance and selection receipts.

SEO audit (400 checks), text readability and grammar check, PDF to images, image conversion.

Reports which of your code's API usages break when you upgrade a dependency (Python, .NET, Java).

German public tenders as normalised JSON (CPV, NUTS, deadlines). Free sample; search paid via x402.

AI pentester for PRs — finds exploitable bugs and hands your developer agent the fix.

Checks whether your idea already exists before your agent builds it. Searches GitHub, npm, Python.

Deterministic IR/IR-LINT validation, policy packs, drift vs exports (archrad). Apache-2.0.

Lint an HTTP endpoint's x402 402 conformance; decode X-PAYMENT blobs; inspect a facilitator.

Durable MCP control plane for long-running Codex Desktop tasks.

End-to-end tests from one sentence: an agent drives a real browser, and passing runs replay free.

Zsh for Claude Code. PTY mode lets Claude type passwords. NEVERHANG + A.L.A.N.

Markdown memory for coding agents that audits itself: drift reports and session digests.

Anonymous read-only access to settled advertising Spotlights, with an MCP Apps card.

Delegated OAuth access for one advertiser: sealed bids, creatives and invoices, under a mandate.

Anonymous read and search over the published nowyourlink developer documentation.

For Zapier integration developers: inspect, lint, and validate zapier-platform-cli projects.

Read-only MCP server over Verdict QA state: verdicts, findings, flaky quarantine, history.

Live football scores, fixtures and standings for 16 supported competitions. Unofficial fan project.

Local-first miniature-paint inventory and cross-brand color matching for AI agents.

JVM dependency intelligence for AI assistants via Maven Central

Deterministic local-first context and impact maps for coding agents from tasks, issues, and diffs.

Shared memory for parallel AI coding agents. Local, free, with rooms and file claims.

Persistent memory for AI coding agents: one Rust binary, one local SQLite database.

Read-only access to deterministic engineering decisions stored in a local repository.

Codebase analysis: dependency graphs, security scanning, and refactor plans for GitHub and GitLab.

Fixes the names and jargon speech-to-text gets wrong before your agent acts on a dictated prompt.

Value-blind secret metadata and gated workflows for AI coding agents through Phantom's local proxy.

License-first federated image search with attribution, dimensions, and download tooling.

Publish Markdown incident reports, ADRs, RFCs and runbooks as web pages, with team spaces.

Audits any website for AI agent readiness and safety, scoring prompt injection risk and llms.txt.

Visual tech-stack inventory of any codebase: languages, frameworks, databases, AI SDKs, infra.

Architecture diagram with concurrency capacity and bottleneck estimates from any codebase.

Convert any URL to clean Markdown. Free tier: 10/day. Unlimited via Gumroad license.

Convert any public URL to clean, readable Markdown for AI agents. Strips ads, navigation, and boi...

Entity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents

Hands bounded coding work to cheaper worker agents: verified answers, exact diffs, cost receipts.

Dependency graph + 24 MCP tools. Impact analysis, simulation, security, agent coordination

AI agents see and drive the Android Emulator: screenshots, UI in dp, tap, dark mode, RTL, logcat.

Architecture compiler for AI code. 11 tools, 92 actions, 872 Lean4 proofs, 100/100 self-cert.

Retrieval practice in your coding agent: one short question about what you just built.

Compile documents into a cited knowledge wiki. Retrieve evidence, query, and review via local MCP.

SCM & forge boundary MCP: normalized, typed JSON from attributed Gitea, GitLab, and GitHub providers

Open-source, self-hosted conversation QA for voice agents. MIT.

MCP server for Architectural Decision Records: navigate, author, validate, link, and analyze them.

MCP server for C# code analysis and automated fixing using Roslyn analyzers and code fix providers.

Augments MCP Server - A comprehensive framework documentation provider for Claude Code

Offline MCP server: explains shell commands token-by-token and flags destructive ones for AI agents.

Offline MCP server to explore CSV/JSON/Parquet/Excel: preview, query, diff, render interactive HTML

Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, search across chats.

UpRes MCP: list models, credits, submit 4K image and video upscale jobs.

AuthzX MCP Gateway — policy-enforcing proxy between AI agents and MCP servers

Operate Codex projects and tasks from a Chief of Staff with scoped access and durable receipts.

Read-only MCP server that turns a folder or repository into redacted, token-efficient context.

Automatic project memory for Claude Code. Also works with Cursor and Codex.

Langfuse MCP server for accessing and analyzing telemetry data via natural language

Render and validate ArchSmith architecture diagrams from a governed JSON IR.

Search, resume and convert AI coding sessions (Claude Code, Codex, Gemini, OpenCode, Pi) over MCP.

Search MXIK (IKPU) product codes of Uzbekistan on tasnif.soliq.uz. Unofficial.

Verified fixes, professional reviews, and evidence-led apparel over MCP.

Durable context for agents and people: shared notes with Git-style merges, no silent overwrites.

Vet MCP tool manifests before attachment; returns block, review, or no blocking finding.

LangChain/LangGraph/DeepAgents knowledge + LangGraph agent debugging (Polly-like)

Local-first engineering cognition for AI coding agents — persistent memory over your codebase.

Offline deterministic engineering-trust certificates for repositories, with no telemetry.

Workflow timing analysis, configuration audit and billing insight for GitHub Actions.

Correlates commits, PRs, issues and contributors between two git refs for release notes.

Coverage analysis, untested function detection and complexity scoring for TS and JS.

Tiny paid recovery and decision utilities for autonomous agents.

Verify Polish companies by NIP/KRS/REGON + EU VAT (VIES). 14 MCP tools (9 no-key).

Deterministic local repository context, impact analysis, and merge-readiness evidence for AI agents.

Token-aware ripgrep code search and atomic multi-file edits for coding agents.

Parse, explain and validate 5-field cron expressions and list upcoming runs in a time zone.

Lint Dockerfiles for root users, latest tags, secrets in ENV or ARG, missing HEALTHCHECK and more.

Read-only git statistics for a local repository: log, blame ownership, churn, authors, large files.

Validate JSON against a schema with Ajv, infer a schema from samples and diff two schemas.

Decode JWTs without verifying, flag risky algorithms and claims, verify HS256 or RS256 with a key.

Build llms.txt from local Markdown or a sitemap.xml and check an existing llms.txt file.

Lint OpenAPI 3.x documents for missing security, responses, descriptions and versioning.

Query OSV.dev for known vulnerabilities by package and version, and scan lockfiles in batch.

Test regular expressions in a timeout-guarded worker, explain them, find catastrophic backtracking.

Fetch a URL's response headers and grade CSP, HSTS, X-Frame-Options and related security headers.

AUROS Protocol — RWA storefronts + market-watch + unfused desk. Prepaid or x402. Indicative.

Cognitive substrate for LLM agents. 18 verbs + 25 lint dims over a self-validating graph.

Multi-account tool broker for AI agents — CLI and MCP.

Manage cross-repository beads work, hive status, and Beadhive workflows through bh-mcp.

Read-only public financial evidence from LiquiLens, Undertow, Seiche and Palimpsest.

37 tools to read, create, merge, split, watermark, fill, redact & search PDFs. Local, no API key.

Legacy PDF Toolkit identity, pinned to its 2.1.1 package; maintained successor: PDF Suite MCP.

Verify a photo's capture time and provenance: C2PA validation, EXIF/XMP, and pixel forensics.

Parallel video rendering tools: detect GPU encoders, render, color grade, merge audio, concat.

Context intelligence for AI coding agents: navigation, impact, memory, guarded edits.

Auto-discover validation rules from data — scan, profile, health-score. No rules to write.

Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, databases.

One command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.

Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.

Hybrid search over your local documents, with file and page citations. One binary, fully local.

Design systems, UI prompts, and layout variations for AI coding tools.

MCP server for Callimachus: local index and search of your AI coding-agent threads

Publish iOS and Android builds to testers and manage share links from an AI coding agent.

Ship an iOS app to App Store review: readiness report, idempotent pipeline, submit.

Memory for coding agents: the decisions, the dead ends, and where the last session stopped.

Local-first MCP handoff for Jetpack Compose UI feedback and source candidates.

AI code research platform. Search, analyze, and extract insights from any GitHub repository.

Sandboxed repo access for coding agents: search, read, patch, run, git -- confined to a repo root.

Send documents for e-signature, track signing, and manage templates in SignWell from any MCP client.

Convert .eml and .mbox email to clean Markdown for RAG, LLM pipelines, and local knowledge bases

Code indexing MCP: 15 tools, 10 languages, hybrid search, call graphs, O(1) retrieval.

Yandex 360 Tracker, Wiki and Forms: read and write tools with honest read-only annotations.

Find WordPress plugin opportunities: abandoned, low-rated, or poorly-supported plugins to replace.

One MCP server bridging the Codex, Cursor, OpenCode, Claude, and Antigravity CLI agents

Self-hosted MCP for controlled AI development and staging without a general-purpose remote shell.

Where the work is, packed before the agent reads: brief, symbol tables, findings, token bill.

Orchestrates language servers into 65 code-intelligence tools across 32 languages, token-optimized.

Tells you how you and your Claude agent actually work together. Local-only, no API keys.

Catch TypeScript API and OpenAPI contract drift in AI-generated code, then revalidate it in CI.

Read-only MCP server for coding-agent traces, alerts, costs, usage, and budget health.

Catch bad animations before they ship. Deterministic motion audit + vision-LLM design review.

Strategic task prioritization and agent orchestration for multi-project operators

Self-hosted catalogue of your skills, agents and MCP servers, searchable by meaning over MCP

Audit whether ChatGPT, Gemini and Perplexity recommend a site. Readiness checks need no keys.

Local mail between coding-agent sessions on one machine; relays to a running Swarmail server.

PostgreSQL schema intelligence from a committed snapshot. No connection, no credentials.

Lint and fix Odoo addons: pylint-odoo and OCA checks, translation files and upgrades.

Tailwind CSS palettes (50-950) from any color, the closest Tailwind color, and Tailwind's defaults

Local-first MCP runtime for coding agents with safe workspace access, AST/LSP navigation, and Git.

Deterministic SQL compiler for AI agents. Your agent stops guessing SQL.

Create, validate, simulate and deploy Camunda 8 BPMN processes, forms and DMN from an agent.

The open routing layer for AI tools: tool calls routed per policy, decision on every result.

Token-efficient code reading for coding agents: symbol-aware, budgeted, diff-aware reads.

BrowserStack's Official MCP Server

Signed BNB Chain reads (balances, tokens, NFTs, prices, TapeOut names) with verifiable receipts

Maps any repo into an architecture diagram (Mermaid/Graphviz) and enforces architecture rules in CI

Audit any Shopify store for AI search (GEO/AEO) readiness and generate the fixes. No signup.

Let AI agents read and drive a running React Native or Flutter app through Buoy's devtools.

Point-in-time amendment history for 506 UK legislation provisions.

Local code search and task context packs for coding agents

Catches files and C# members you forgot to change, learned from your repo's git history

The project tracker for teams of humans and AI agents — in plain files. MCP server + CLI.

MCP server and OpenAPI-backed mobile companion for controlling Antigravity IDE sessions

Scan an MCP server or agent config for injection, exfiltration, and risky capabilities.

Community-built, comprehensive MCP server for the SecurityScorecard API (unofficial).

MCP server for mobile app automation: verify, control, and debug iOS, Android, TV, and desktop apps

Let AI agents inspect, control, and debug real iOS, Android, desktop, and TV apps

Persistent memory for AI coding tools via MCP. Remembers across sessions and machines.

Check the bank behind an IBAN before you pay: bank-code check, BIC with source, bank-level sanctions

Local-first AI memory with causal graphs. Fully offline, zero config, your data stays local.

Keyless web access for AI agents: read bot-walled pages as Markdown, search, grab assets

Real Linux and Windows desktop VMs for AI agents: exec, files, computer-use and snapshots via MCP.

Inspect external HTTPS 429/503 retries with server-recorded attempts, Retry-After and arrival times.

Real BTC full node: fees, mempool, txs, portfolio, trace, whales, SEC, scraping, Reddit via x402.

TypeScript codebase intelligence for AI agents and IDEs, across every service and repo.

Flag marketing claims your evidence cannot substantiate, before you publish.

Set up a publish gate for AI-assisted marketing copy: policy, evidence folder and CI job.

JSON-first Coreutils CLI for AI agents. 114 commands with sandbox, dry-run, and MCP support.

Word search, crossword, and sudoku generators, printable PDF worksheets, and verifiable LLM evals.

Save and query market signals from your AI conversations.

Pull Deep Memory from across your Claude Code Sessions — when you need it.

See any site as it looks on a real iPhone, iPad or MacBook — and drive that window over MCP.

Official CCXT MCP server - Market data and trading across 100+ exchanges and prediction markets

Read-only visualization for Cortex memory, knowledge, sessions, traces, and codebase graphs.

Persistent knowledge memory for AI agents. Hybrid search, code graph, pgvector.

Autonomous AI development system with persistent task queue and background execution

Govern model, agent, skill, and MCP workflows with policy, approvals, traces, and usage analytics.

Domain-specific LLM fine-tuning — sovereign models trained on your data, zero infrastructure.

Live search of apartment rentals in any Romanian city, town or commune (storia, publi24, lajumate).

Paid tools for HTML, JSON, shopping data and agent configs. Free discovery; $5 prepaid credits.

Compile, describe, lint, validate, score, repair, fix, finish, suggest and complete ArchLang plans.

Washington property evidence and transaction math for software and AI assistants.

X4: Foundations scripts: checks, schema elements, expression types, scripts, cues and texts.

Connects the AI agents you use: your agent hands a task to another and gets the answer back

Code intelligence MCP server: impact analysis, dependency graphs, dead code detection.

Centralized secrets manager MCP server. Generate .env files, rotate keys, sync to GitHub Actions.

Korean public holidays, business-day math, and MOLIT real-estate transactions as MCP tools.

Personal RAG over your GitHub history (commits, code, reviews), served to Claude Code over MCP.

Autonomous QA MCP for web and macOS that tests like a real engineer, finds bugs, and verifies them.

MCP server for Chrome DevTools

Read, search, draft, send, and organize email through Gmail, Outlook, and IMAP/SMTP mailboxes.

Cross-protocol agent payments hub. x402, MPP, L402/Lightning. 1551 services indexed.

Prior art for AI agents. init wires DID/MCP; claim --yes puts DID on commons (ask alone does not).

Agent commerce settlement tools on Base: treasury setup, payment splits, yield and attribution.

TypeScript inferred types, completions and type errors for AI coding agents

TypeScript inferred types, completions and type errors for AI coding agents

MCP server for code structure analysis using tree-sitter.

MCP server for code structure analysis using tree-sitter.

Find AWS waste with your own read-only credentials. Runs locally. Nothing is sent to CloudWise.

RedM / RDR3 docs MCP server: native lookups, semantic search, VORP, RSGCore, oxmysql.

Develop, test, analyze, and operate SAP ABAP systems through ADT from AI coding agents.

Local-first architecture guardrails and project context for JS/TS AI coding agents.

Hand tasks, bugs and finished work to AI coding agents, and get back a write-up with evidence.

An MCP Server to utilize Codelogic's rich software dependency data in your AI programming assistant.

Manage Coder workspaces, templates, and cloud development environments

Signed, offline-verifiable contract-change authorization. Only a granted change can proceed.

Indexes your codebase's public API and serves it via compact MCP tool responses.

Call graph for coding agents: callers up to HTTP routes, callees, usages for TS/JS, Go, Python, Java

Stale-proof repository memory with citations + just-in-time verification + TTL (repo-scoped).

Upload any file, get a signed link. SHA-256 verified, TTL-enforced, no account required.

Score a public GitHub repo 0-100, or search Legit.Show for launched software by what we measured.

Verified SaaS, AI, and LLM pricing for 490+ tools: plans, hidden costs, TCO, and alternatives.

Lets AI agents drive a real terminal: type, press keys, click, read the screen, take screenshots.

67 curated MCP tools for Google Workspace: Gmail, Calendar, Drive, Sheets, Docs, Slides, Tasks.

Search the Podcast Index: podcasts, episodes, person appearances, trending, feed health.

Substack drafts, Notes, analytics and consented subscribers. Long-form posts stay draft-only.

Manage Transistor.fm podcasts: episodes, analytics, transcripts, and webhooks.

Self-hosted code intelligence: cross-repo Q&A, dependency audits and PR review, over MCP

Orbit's local-first task and workflow registry for coding agents.

Durable local-first MCP relay for independent coding agents.

Git-native content governance for AI agents — 27 deterministic MCP tools over stdio and HTTP.

Deterministic Google Docs API compiler. Your agent stops silently corrupting documents.

Signed, cited, replayable workflows for Claude, Codex, Gemini, DeepSeek, and other agents.

Render HTML, Markdown, or URLs to images, PDF, or branded artifacts; extract and watch pages.

Deterministic HTTP/WebSocket testing and policy-gated API execution for AI agents.

Open source contribution manager with PR tracking, issue discovery, and CI diagnosis

MCP server to list, load, explain, and validate Agent Skills.

A committed markdown dev log and task graph that agents read and write over MCP.

Filtered, read-only IMAP and Gmail archived to disk as .eml + markdown, served over MCP.

Generate images and video from text prompts across Gemini, OpenAI and Kie AI.

45 MCP tools give AI agents live Rails schema, routes, models, and conventions.

Read-only GitHub bounty, agent harness, Actions failure, flake, and MCP tool-drift decisions.

Operations toolchain for SQLite, Cloudflare D1 & Turso: inspect, diff, migrate, monitor & repair.

Records the prompt, model and files an agent declared for a line. It does not prove who typed it.

Persistent code indexing for AI assistants. 50x less context than grep. 11 languages.

Verify blockchain timestamp proofs offline, or anchor a new one through ProofLedger.

Exposes recorded browser sessions (rrweb DOM, console, network) to AI coding agents, fully local

Bee — The Progressive Intelligence Engine: tiered LLM, 4 tools, hosted API, free tier.

AI-native MCU debugging and observability through probes, symbols, RTOS, logs, and build tools.

Comprehensive Git MCP server enabling native git tools including clone, commit, worktree, & more.

Generate IDs, QR codes, and hashes, encode values, geolocate IPs, plus gated host diagnostics.

Audit whether ChatGPT, Gemini and Perplexity recommend a site. Readiness checks need no keys.

Autonomous log surgery & secret redaction MCP server for AI coding agents.

65+ AI tools as MCP: research, write, code, scrape, translate, RAG, agent memory, workflows

Persistent memory for AI coding agents. Hybrid search, auto-session capture, context routing.

Scaffold modern npm packages, CLIs, services and apps as a native tool for AI agents.

Read-only Nepali date, calendar, festival, Panchanga, and temporal verification tools.

Persistent memory for Claude Code, Cursor and Codex. Facts retire when they change.

Live pricing data for AI models across vendors: input/output prices per 1k tokens as JSON.

Airbnb search, listing details, and calendar availability as clean structured data.

Amazon search and product extraction: titles, prices, ASINs, and listings as clean JSON.

App intelligence across Google Play and the App Store: details, reviews, and search in one API.

Programmatic headless browser sessions: create, interact, browse, and extract - rendered in a real

Universal captcha solving with the industry-standard createTask / getTaskResult protocol, 19 task

Enrich any domain into a full company profile with firmographics and buying signals.

Domain overviews for security and sales: registration, infrastructure, and risk signals.

Query Google Ads Transparency data: advertiser suggestions, creatives, and ad history.

Turn Maps queries into lead lists: businesses, phones, websites, and reviews with async job control.

Structured Google search, news, and local results at scale - organic results, news, and local packs

Search government tenders and public procurement opportunities with structured results.

Search job postings across Indeed, LinkedIn, and more from one request - titles, companies

Keyword ideas and question discovery for any seed term - volumes, difficulty, and SERP intent.

Extract clean article text, titles, and metadata from news URLs - ready for NLP pipelines.

Extract product names, prices, and currency from any e-commerce product page in one call.

Track keyword positions over time: create trackers, check ranks, and pull history programmatically.

Pull property listings, prices, and details from real-estate sites as structured JSON.

Extract and structure pricing pages from any SaaS site: plans, tiers, and features.

Pixel-perfect webpage screenshots rendered in a real browser, full-page or viewport, via one POST.

Full SEO audits, content analysis, and domain overviews - on-page, technical, and authority metrics

Detect the technology stack behind any website: frameworks, CMS, analytics, and more from one POST.

Convert any webpage to clean LLM-ready markdown, extraction-first, with article and news modes.

Fetch, crawl, and browse protected pages with anti-bot handling - renders in a real browser and

Track page and price changes over time: diffs, history, and alerts through simple tracking

Turn any webpage into structured JSON with CSS-selector schemas - strings select text, attributes

Australian racehorse intelligence for AI agents with free discovery and accountless x402-paid tools.

Observes tasks and generates anonymized SOPs — task tracking and SOP review via MCP. Fully local.

Universal AI skill compiler and MCP bridge. Write once, run across agents.

Structured build tool output (tsc, generic commands) as typed JSON diagnostics.

Structured Rust cargo operations (build, test, clippy) as typed JSON.

Structured Docker operations (ps, images, logs, build) as typed JSON.

Structured git operations (status, log, diff, branch, show) as typed JSON.

MCP server for GitHub operations (PRs, issues, actions) with structured, token-efficient output

Structured Go tool output (build, test, vet) as typed JSON diagnostics.

MCP server for HTTP requests (curl) with structured, token-efficient output

Structured linting output (ESLint, format-check) as typed JSON diagnostics.

MCP server for Make/Just task runners with structured, token-efficient output

Structured npm/pnpm operations (install, audit, outdated, list) as typed JSON.

Pare Build ג€” Structured build output (tsc, esbuild, vite, webpack) as typed JSON diagnostics.

Pare Cargo ג€” Structured Rust cargo operations (build, test, clippy, fmt, doc) as typed JSON.

Pare Docker ג€” Structured Docker operations (ps, images, logs, build, compose) as typed JSON.

Pare Git ג€” Structured git operations (status, log, diff, branch, commit, push) as typed JSON.

Pare GitHub ג€” Structured GitHub operations (PRs, issues, actions) as typed JSON.

Pare Go ג€” Structured Go tool output (build, test, vet, fmt, mod) as typed JSON diagnostics.

Pare HTTP ג€” Structured HTTP request operations (GET, POST, HEAD) as typed JSON.

Pare Lint ג€” Structured linting and formatting (ESLint, Prettier, Biome, Oxlint) as typed JSON.

Pare Make ג€” Structured Make/Just task runner operations (run, list) as typed JSON.

Pare npm ג€” Structured npm/pnpm operations (install, audit, outdated, list, run) as typed JSON.

Pare Python ג€” Structured Python tool output (ruff, mypy, pip, uv, black, pytest) as typed JSON.

Pare Search ג€” Structured code search operations (ripgrep + fd) as typed JSON.

Pare Test ג€” Auto-detects test framework (pytest, jest, vitest, mocha), returns typed JSON.

Structured Python tool output (ruff, mypy, pip-audit, pip-install) as typed JSON.

MCP server for code search (ripgrep + fd) with structured, token-efficient output

Auto-detects test framework (pytest, jest, vitest) and returns structured results.

Shared records for AI agents: engineering decisions, bug history, rules, and work state through MCP.

Content-addressed contracts and a verification cache that cut agent context by skipping proven code.

Content-addressed contracts and a verification cache that cut agent context by skipping proven code.

Agent-first local SEO quality, intent and opportunity engine with CLI and optional MCP server.

Stateless URL, DNS, x402, JWT, encoding, and parsing tools for AI agents.

Agent-readiness scorecard for any MCP server: 10 checks, 0-100 score, actionable findings.

Local-first TikTok Content Posting API for AI agents: OAuth checks, dry-run and live uploads.

Agent-first YouTube Shorts uploader: dry-run validation, OAuth checks, synthetic-media metadata.

Wheelchair accessibility scores for 70,000+ US restaurants. Search, filter, and submit feedback.

Trazum as an MCP server: let an agent price and budget its own prompts before it sends them.

Compact, source-linked context packs that reduce token waste for coding agents.

Chrome DevTools for AI assistants: console, network, DOM, source maps, breakpoints, live variables.

Run commands on a machine you cannot SSH into. Air-gapped, bastion-only, change-controlled.

Find and remove the writing patterns a profile lists. Deterministic rules, model rewrite opt-in.

Calendar workflow engine for time off, approvals, and quick actions on any calendar backend.

Agent control plane for DCC and engine hosts: one MCP endpoint, one tool contract.

Tables, results, fixtures, goal timing, season projections: 93 football leagues incl. lower tiers

Search and enrich US property, owner, people, and company data for sales and lead generation.

Huly MCP: feature-complete MCP server for Huly integration

One group chat for your AI coding agents: Claude Code and Cursor talk to each other and to you.

63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits.

Ed25519 identity for AI agents. Verify seals, sign documents, gate actions with approvals.

One workspace for every AI coding assistant. Shared tasks, memory, and governance.

Design tokens from any live site: colours, type, spacing, components, drift against a baseline.

Verify signed AIFeed permissions, fetch token-budgeted markdown, and verify assets for AI agents.

MCP server that helps AI coding agents interact with AI code reviewers on GitHub PRs

Token-efficient GitLab MCP: 167 tools via 3 meta-tools, field projection, keyset pagination

Operate Unblu deployments: health checks, conversation ops, and 300+ API endpoints

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

SDK for creating, managing, and operating Kubernetes clusters and workloads with ease.

Deterministic DOM perception for AppSec red teams and AI agents: live Chrome, attack-surface scans.

All public upAPI operations as MCP tools: web scraping, search, screenshots, PDF, OCR and more.

Query a precomputed code graph (nodes, edges, summaries) of TS/JS/React/Next.js/Node repos via MCP.

Auto-resolves Git merge conflicts so agents only touch the complex hunks.

Stealth scraping & search. Bypasses Cloudflare, DataDome & LinkedIn via Cyborg HITL approach.

Deploy self-hosted OpenClaw to AWS, GCP, Azure or a local VM — a CLI and an MCP server in one.

Keeps coding agents on your design system: knows your real components, props, variants and tokens.

Sandboxed test runs for coding agents: compact typed verdicts with failure fingerprints and history

What a role really pays, including markets where the employer publishes no range.

What a role really pays, including markets where the employer publishes no range.

Saves AI coding-agent context by giving exact code instead of whole files, from a local graph.

What broke between two dependency versions, with a citation for every claim. No API key needed.

Servidor MCP que permite ejecutar tests de Godot con GUT desde cualquier IA

Generate AI images and videos, estimate credits and track tasks. Paid Wan27 subscription required.

Fail-closed, change-aware verification for AI coding agents with affected-test guidance.

Save up to 80% tokens when AI reads code via AST-aware structural reading

AI agent tool discovery and scoring. Search 15,400+ MCP servers, APIs, and CLIs.

A searchable second brain for AI agents: ranked keyword and semantic search over your Markdown.

Windows screenshots, OCR, and redacted screen recording for AI agents. No desktop app needed.

Self-hosted relay: agent sessions on different machines share a board, chat and check git conflicts

Secure secret management with a Human-In-The-Loop (HITL) interceptor for agent mutations.

Generate realistic relational test data — 156 field types, 22 locales, JSON/CSV/SQL, free previews.

Detect prompt injection, jailbreak, and social-engineering attacks in LLM agents.

OSS to create Personas, Skills, Templates, Agents, and Memories to customize your AI experience.

Batch photo processing: compress, convert, EXIF, rename, dedup, cull, galleries

Annotated screenshots for AI agents: steps, Skitch-style arrows, boxes, labels, solid redaction.

Local MCP broker that exposes one compact entry for many upstream servers.

Deterministic gate: blocks any commit whose diff reintroduces a documented team mistake.

File-based comms protocol for AI-to-AI dialogue between terminal agents.

Architectural decision memory for LLM-native workflows — markdown for humans, a graph for agents.

MCP tools for drdeploy: scan deployed sites, list, get findings, check status.

Transactional write gate for coding agents: plan, canonical manifest, checks, two-phase apply.

MCP server for compare-cli: contract version diff/redline and a drift gate as agent tools.

One MCP server for the contract-ops suite: all nine local-first CLIs as agent tools.

Agent-first e-signature MCP server with offline PAdES signing and hash-chained audit.

Evidence-based supplement research, dosing, safety, and interactions as agent-callable tools.

Query Lineage 2 private server openings by chronicle through the public L2 Calendar API.

Gmail for AI agents: search, read, download attachments, send, reply, drafts, labels.

Local-first codebase intelligence MCP server for AI coding agents.

Convert Markdown into WhatsApp formatting: tables drawn to fit the phone's monospace width.

Replayable browser automation: Jev picks the element, a gate blocks risky actions, every run traces.

23-in-1 developer utility toolkit — search, exchange rates, crypto, QR codes, and more

Catch spec drift before it catches you. Detect overlap, stale docs, and code drift.

Let agents drive vim, htop, lazygit: send keys, wait on screen state, read the rendered cell grid.

Independent static verification for exact immutable public GitHub commits.

Coordination server for parallel coding agents: claims, contracts, notices, and memory notes.

Search a curated English and Chinese web index through one read-only MCP tool.

MCP for building, inspecting, and live-debugging Firefox CSS themes.

The AI-powered toolkit that grows your YouTube channel on autopilot

Local-first, read-only ECZ-ID verifier over MCP (stdio): checks, reports, explains, routes.

Windows network and proxy diagnostics: GitHub reachability, proxy ports, DNS/TCP, and fixes.

Deterministic React render profiling: renders, wasted renders and their causes per component.

FYI request management with tools for requests, authorities, correspondence, sync, and health.

Read-only MCP server for licensed Healthpoint HL7 FHIR API access.

Read-only MCP tools for authenticated Open Science Framework projects and files.

Reference verification MCP server for CSL bibliographies, evidence, and audited writes.

Shared versioned state for multi-agent AI workflows

Uruguay: exchange rates, rentals, used cars, product prices and search across cambio-uruguay.com

A repository wiki of Markdown pages anchored to real code: read, search, and verified writes.

MCP server giving coding agents a call-graph-aware, hash-verified view of a codebase, not grep.

Architecture governance for AI agents: query the live model, get target patterns, check files.

Trust score for AI-generated code: scan repos, guard agent file writes, get a 0-100 score.

MCP server for Avito: chats, listings, orders and analytics, with previews and confirmations.

Agent-native MCP server for driving, inspecting, and asserting on real Electron desktop apps.

AI agent discovery, marketplace, messaging, and payments on Nostr - no platform, no middleman

Utility MCP server: JSON repair, encoding fixes, conversion, duplicates, batch rename, archives.

Developer MCP server: code analysis, JSON repair, imports, diffs, regex, format conversion.

MCP control plane: local server discovery, profiles, capability bundles, and policy audits.

Code graph context engine with 24 MCP tools. 170+ languages via tree-sitter.

Analyze, audit, fix and diff HTML, MJML, Maizzle and React Email across 21 email clients.

Lessons your coding agent can trust: briefed before each task, proven by checks, flagged on change.

Writes adversarial test suites for AI-built code. Your agent's test engineer.

Check if a website is visible to AI search (ChatGPT, Perplexity, Claude) and get per-gap fixes.

Paid x402 and MPP tools for agent discovery, payment safety, data, and DeFi.

Evidence-bearing public webpage monitoring with hashes, diffs, signed webhooks, REST, and MCP.

Generate Suno AI music (v5.5) from any MCP client. Async; billed only on success.

Semantic, format-aware diff of config files (JSON/YAML/TOML/INI/.env/XML/CSV) for AI agents

Enables AI assistants to interact with Demo Time and helps build presentations and demos.

Diagnoses pg-boss and graphile-worker job queues: retry storms, stuck workers, missed schedules.

Feishu/Lark MCP server + CLI tool. 85 tools, 3 auth layers. Send as user via cookie+protobuf.

CLI and MCP server for creating Apple .icon bundles with Liquid Glass effects (iOS 26+)

Trust gate for AI agents: multi-model adversarial consensus, signed and verifiable verdicts.

Open-source IP address and CIDR tools for network calculations and public IP lookup.

Local-first portfolio tracker for overseas investors. Claude reads and writes your finances via MCP.

Local-first MCP server: Claude searches, asks & drafts from your Obsidian vault. 21 tools, no keys.

Check if your MCP server is ready to publish on the MCP Registry, Smithery, or npm.

Self-hosted Git-backed team wiki: search, read and edit pages, data tables and whiteboards.

Health record rights: 198 countries scored 0 to 100 with sources; the 50 states and DC; real cases.

Unofficial SberBank Online: read accounts and operations, transfer with human approval.

Real-time & historical exchange rates for 160+ currencies, mid-market (Reuters/Refinitiv).

Build, run, inspect, and publish browser extensions from any MCP client. 32 tools, 13 browsers.