MCP servers for ai-agents

x64dbg-MCP Server is a native MCP (Model Context Protocol) plugin for x64dbg that exposes the debugger's full functionality over HTTP. Connect any MCP-compatible AI assistant and control x64dbg progra

ChatGPT thinks. Codex works. Use ChatGPT as the planning brain while keeping the Codex harness.

MCP server for AI agents that need a phone number: order a private number in 200+ countries, read the SMS verification code, hand it back. The widest country coverage in the category, and you can chec

Halofy is the open access and governance layer for AI agents across your organization. Identity, policy, provenance, audit, and signed erasure.

Open-source, multi-platform harness for AI agents — a native, multi-threaded operator's console (JVM, not Electron) to run Claude Code, Codex, Gemini or OpenCode with a real browser, terminal, editor,

A curated list of plugins, skills, MCP servers, patch/profile layers, orchestrators & UIs for DeepSeek Harness (DSH). Visualization · PPT · Coding · Agents · Loops (auto-research) and more. #dsh

Open-source control plane for Codex projects: Git-backed context, visible agent progress, scoped MCP access, resumable work, and safe handoffs.

Search & apply to ~4,700 salary-transparent tech jobs across 7 countries (🇨🇭🇩🇪🇬🇧🇺🇸🇨🇦🇳🇱🇫🇷) from your terminal or AI agent — zero-dependency Python CLI + MCP server + Claude Code plugin

Local-first MCP password and credential manager for AI agents. Use passwords, API keys, SSH identities, and TOTP without exposing hidden plaintext to the model.

Testing and observability for multi-agent delegation, MCP tools, permissions, sandboxed actions, prompts, and workflow replay.

让智能体像人一样学习和工作，共享智能体和项目记忆

Turn scattered notes, docs and transcripts into a queryable Markdown wiki — an LLM knowledge-base compiler with MCP access, no embeddings, self-hosted.

MCP-based discovery and judgment layer for Korea’s open data portal—helping AI agents find, compare, and assess datasets with explicit evidence, JSON-LD/DCAT metadata, and versioned deterministic rule

Open-source cookbook for the Stormy Social Data API and MCP server (Model Context Protocol) — one REST API for the TikTok API, YouTube API, Instagram API, LinkedIn API, X (Twitter) API and Reddit API.

AI image and video generation skill for Claude Code and other coding agents — Gemini, OpenAI and Kie AI behind one CLI and MCP server, with EU AI Act content marking.

An end-to-end encrypted channel between coding agents, anywhere

A curated list of awesome agentic commerce resources — protocols, MCP servers, tools, apps, APIs and services for AI agents that shop, sell and transact. For store owners, developers, agencies and mar

Your feedback layer for AI collaboration. Point at anything on your Mac - text, screenshots, web elements, or voice - and your agent reads and resolves your comments over MCP.

Mintlify Index: retrieval engine and MCP server. Install: npx mint index

Search 200M+ patents and scientific literature in natural language directly inside Claude, Cursor, or any MCP-compatible AI tool. Powered by PatSnap's global R&D intelligence database.

Open-source MCP server for discovering fast-growing internet conversations with Bubble Agent

A lightweight, Git-backed permanent memory for AI agents.

Catch intent conflicts before code conflicts. The open-source coordination protocol for coding agents, built above Git.

MCP server serving Apple Human Interface Guidelines as structured design tokens for AI coding agents — post-WWDC25 system colors, Liquid Glass constraints, SwiftUI mappings.

Verifier-backed USDC escrow for AI agents: signed orders, evidence hashes, Polygon deposits, and deterministic settlement.

Security control plane for AI agents — identity and delegation, capability policy, data-flow taint and a live audit trail, enforced over MCP. Guards a real Claude Code end to end.

Independent, source-backed handbook for DeepSeek AI's official DeepSeek Harness (dsh): agents, plugins, security, troubleshooting, and runbooks.

Let the scripts your coding agent writes call your connected MCP servers (no extra auth)

Control a running Godot 4.7 editor and game directly from the terminal. Includes a Go CLI, editor addon, 312 commands, and an MCP server with dynamically generated tool schemas.

Build beautiful games with high-quality 3D assets using Thrixel and Claude Code.

MCP server and Claude skills for PPC landing pages, A/B experiments, and first-party conversion tracking. Build Google Ads and Meta pages, run cross-domain experiments, and pull CRO reports via the UX

Give ChatGPT a real terminal on your Mac. Open-source MCP bridge for shell, files, PTY sessions, jobs, and Codex history.

A production-grade Model Context Protocol (MCP) server. Empowers AI assistants (Claude, Cursor) to search, fetch, and analyze Reddit discussions with resilient rate-limiting and smart LLM noise filter

🦆🧠 Give your Microduck a brain. Tell a small robot with two legs what you want in plain language. An LLM (Claude, OpenAI, Gemini, Grok) uses the skills it already has to do it. Includes a simulator, .

MCP server + browser sidecar extension that lets AI agents run Google AI Mode searches using your own logged-in browser session

Tested MCP server, MCPB, Docker, and OpenAPI for annotated post-trade candlestick charts from broker or exchange fills.

Procedural writing-style skills for AI agents: official frameworks (plain language, business writing, GOV.UK, AP style, STE-100, developer docs) + character voices. Agent Plugins 1.0.0, works in openc

Turn the agent CLIs you already use into shared services your whole team can call. Natural-language-driven agent orchestration for Claude Code, Cursor Agent, and OpenAI Codex.

Software engineering discipline grounded in named primary standards (OWASP, ITIL, IETF RFCs, ISO, BABOK, SBAR, and more), shipped as a Claude Code plugin and an MCP server.

Deterministic, local-only audit reports for Claude Code AI agent sessions. Rust + SQLite. Zero network calls. MCP server for agents.

面向可信个人开发机的 MCP 编程运行时：Agent Transport、Windows Workbench、证据优先的项目连续性 | Personal-workstation MCP coding runtime

Lighthouse-style audits for AI-agent readiness, LLM crawlers, MCP clients, and the agentic web

Cross-agent coordination for AI coding agents. One daemon, one database — so multiple agents in one repo can see each other's plan, tasks, and file claims.

Files you own. Memory your agents can trust. Also: your AI won't gaslight you about what's in your own notes anymore.

Your coding agent gaslights you. GODKILLER doesn't. Disk gates > vibes. claim_done only after verify.

Visual verification browser for AI coding agents: daemon-based WebKitGTK, real rendering, ~13ms window spawn

Official TipRanks MCP server — live analyst ratings, Smart Score, technicals, options, insider/hedge-fund activity, ETFs, and your TipRanks portfolios for AI agents. Hosted at mcp.tipranks.com/mcp/.

MCP server that turns the pi coding agent into a steerable background worker: delegate a task, redirect it mid-run, and keep its context out of your own.

MCP server: turn narrated screen recordings into agent-ready data — local Whisper transcript, scene keyframes, OCR, wall-clock anchoring. Record your screen, talk — your AI agent files the bugs.

A terminal AI agent you can fully undo - every file and shell action is snapshotted and reversible. Model-agnostic (any LLM), and connects to 1000+ app tools and MCP servers.

Token-efficient facade and Codex skill for MCP for Unity: 96% smaller measured tool-schema surface, compact results, batching, and recovery.

Open-source client SDKs (Python, TypeScript, Go), CLI, API docs, and prebuilt binaries for the Mneme agent cognition runtime (memory, context, ontology, knowledge). Apache-2.0.

Local-first, project-aware memory MCP server for Claude Code, Codex, and other AI agents, with Obsidian and an owner dashboard.

Backend SDK for creating and managing Web3 AI agents with auto-provisioned Abstraxn server wallets.

App Store Optimization for AI agents. Connect Claude Code, Cursor, Codex or any MCP client to your App Store rankings, keywords, competitors and reviews.

OOMOL Connector for DeepSeek Harness—discover connected apps and execute Actions through progressive MCP discovery without exposing provider credentials.

改配置+重启才能加 MCP？DeepSeek Harness (DSH) 插件「技能配置」解决：设置页粘贴 JSON 即连 MCP 服务器、热加载免重启；上传 zip/.skill 自动识别 SKILL.md，创建/编辑/启停技能，即点即用

GitHub-native Loop Engineering skill: evidence-gated Issues and Projects workflows over the official GitHub MCP Server.

One MCP server that fronts many MCP servers + Skills behind a small tool set and routes to the best one, keeping an agent's context tiny. Migrate your Claude Code MCPs/skills behind it.

Memory that forgets: a persistent, self-revising belief-state MCP server for agentic R&D. Uses a hypothesis DAG to auto-prune dead ends and deduce truth without extra probes.

Local-first MCP server: give ChatGPT & friends grounded, current context on the repos your coding agents work in. Live git, docs, tasks, agent handoffs.

ros2-mcp — MCP server for AI agents to inspect and control ROS2

Awesome GenPark AI Agent Skills - Curated list of 500+ production-ready open-source AI agent skills, MCP servers & LLM tools.

Local credential control for AI coding agents.

The context graph for agentic GTM teams. Unify the data scattered across your GTM tools into one identity-resolved account any agent reads in a single call.

MCP server that drives Google Flow (Veo / Nano Banana) through its internal tRPC API, with a hard credit-cost gate

A tiny, universal memory engine for humans and AI agents — CLI, HTTP API, MCP server, and shared memory hub in one small Go binary

The provenance-first personal graph engine behind Wend. A typed graph of people, organizations and events where every fact carries a source, every AI write is a human-confirmed proposal, and any MCP-c

Tracking my journey into AI engineering, one module at a time. Fundamentals to agents, with hands-on projects. Open to all.

Enterprise AI agent control plane & cost governor (Cohesor style)

Self-driving software agent & error self-healing runner (Coldtea style)

Social media video/image ad copy & creative asset generator (AdAnt style)

Voice-first dictation & multimodal note synthesizer (Wispr style)

Agentic dev environment orchestrator & PR review agent (Xirp style)

Cross-modal brand visual identity & multi-platform ad matrix planner (Omniwork style)

Visual canvas workflow node generator & DAG layout synthesizer (Nuphos style)

Autonomous sales pipeline stage velocity & deal outcome forecaster (Outcome style)

Edge hardware model quantizer, 4-bit tensor adapter & on-device engine (Soup CLI style)

Local LLM fine-tuning orchestrator & GPU memory profiler (Unsloth style)

High-throughput agent artifact cache & snapshot checkpointer (BearDrive style)

Agentic software engineer for full-stack application synthesis (LaraCopilot style)

Inline cursor context intelligence, instant text rewriter & screen assistant (Attyn style)

OpenTelemetry distributed tracing & latency profiler for agent pipelines (TraceLLM style)

Multi-agent collaborative bug reproduction & patch synthesizer (Muse Code style)

Database schema & query results transformer into high-density LLM context (Polygres style)

Open-source voice agent pipeline builder with streaming ASR & TTS (Dograh style)

Composable plug-and-play agent harness dispatcher dynamically linking tools

Approval-first AI agent OS for human-in-the-loop autonomous workflows (Soloop style)

Autonomous AI teammate delegation manager & task scheduler (Grok Bot style)

Natural language to end-to-end browser test generator & validator (Kane CLI style)

Agentic decision provenance & cryptographic audit trail logger (Semantica style)

Desktop GUI action recorder & RPA macro generator replay engine

Voice-to-action semantic intent parser & webhook dispatcher (Wispr Action style)

Cloud-hosted multi-LLM agent cluster coordinator & sandbox (AgentSky style)

Command-line terminal agent for automated scaffolding & vibe coding (Kane CLI style)

Visual screen screenshot analyzer & blackboard diagram explainer (Attyn Blackboard style)

Secure AI agent file sharing & virtual workspace drive (BearDrive style)

Autonomous AI PR reviewer & security taint analyzer (Ito style)

AI-native CRM automating lead scoring & relationship management (Lightfield style)

Proactive founder calendar negotiation copilot & meeting triage (Hey Noah style)

Neural avatar stylization & photo-to-anime transformer (AI Mirror style)

Automated CI/CD AI regulatory compliance scanner & model risk auditor

AI-native DevOps workspace, Terraform IaC synthesizer & drift detector (Nuphos style)

Multimodal generative art prompt synthesis & diffusion renderer (SeaArt style)

Real-time LLM inference throughput profiler & benchmark (Inferock Bench style)

Enterprise agent execution environment & permission boundary governor (Tines style)

Repository-wide codebase migration agent & AST modernization refactorer (Fleet style)

Multi-agent git commit graph visualizer & branch conflict coordinator (GitLens style)

Enterprise issue-to-code contextual graph linker & impact analyzer (Atlassian Context style)

Distributed edge AI operating system scheduler & worker router (Cloudflare OS style)

Interactive conversational mind map generator & tree structuring (ChatMind style)

High-fidelity AI photo enhancement & super-resolution upscaler (Fotor style)

Text and image to 3D polygon mesh generator & glTF synthesizer (VAST 3D style)

Real-time duplex voice call sentiment interceptor & script adapter (Dograh style)

Intelligent file routing, dynamic categorizer & cloud sync (FileRouter style)

Viral social ad variant generator & hook resonance predictor (AdAnt style)

One-click autonomous agent fleet deployer & container orchestrator (BetterClaw style)

Conversational candidate screening & voice interview agent (Talvo style)

Autonomous CI/CD build failure diagnosis & self-healing patch generator

AI code vulnerability scanner & AST taint patcher (VulX style)

Real-time cross-provider LLM price-performance cost estimator & dynamic router

Self-driving web application action driver & headless browser agent (Coldtea style)

Agentic QE, self-healing test automation & coverage matrix (TestMu style)

Conversational spec-to-fullstack code generator (Vibe Coding style)

Multi-agent desktop creative workflow scheduler & batch asset exporter (Omniwork style)

Autonomous GitHub PR issue diagnosis & self-merging code fixer (Gitar style)

Distributed multi-agent debate & consensus builder (Agent Consensus style)

SaaS customer churn risk scorer & proactive retention dispatcher

Model-agnostic agent harness switch & provider fallback manager

Ultra-low-latency real-time voice dictation & meeting memo synthesizer (Wispr style)

Interactive terminal-first developer agent (Claude Code style)

No-code interactive 3D and XR spatial scene generator (Ctruh style)

Full-duplex streaming voice agent pipeline (Dograh style)

Autonomous AI video/voice sales demo presenter & objection closer (SalesCloser style)

Autonomous E2E test flakiness detector & regression isolator

Autonomous LLM agent failure circuit-breaker & state rollback orchestrator

Conversational user research transcript analyzer & thematic insight clusterer

Agentic dev workspace & live telemetry feedback loop (Xirp style)

High-throughput webhook payload schema extractor & event routing dispatcher

Multi-repo complexity scorer & architectural change risk estimator (Clears style)

Fast unstructured PDF & multi-column table extractor to Markdown/JSON

Universal Model Context Protocol (MCP) gateway adapter for Claude/Cursor agents

Tagless personal memory stream & timeline extractor (monolog style)

Automated synthetic instruction tuning dataset generator with Alpaca schemas

Algorithmic market signal parser & risk-constrained order executor (OpenTrade style)

Real-time webhook failure triage & root cause analyzer (HookLens style)

High-efficiency LLM prompt context compressor & API cost reducer

Real-time LLM prompt injection, jailbreak & sensitive extraction firewall

Multi-agent supervision supervisor & loop intervention governor (Omni style)

Affiliate creator discovery engine & commission negotiator (Influx style)

AI code reviewer that sandboxes & executes PR diffs before merge (Ito style)

Real-world agent task evaluation & benchmark harness synthesizer (oqoqo style)

Multimodal document layout parser converting complex multi-page PDFs into structured JSON (Docsumo style)

Autonomous logistics dispatch and multi-agent vehicle route optimization engine (FarEye style)

Parallel autonomous agent runner executing multi-branch code refactoring tasks (Kilo Code style)

Least-privilege ephemeral runtime sandbox for autonomous agents with syscall filtering (nono style)

Multi-agent SOC alert triage and incident investigation orchestrating telemetry analyzers (Intezer style)

Autonomous database query plan analyzer and index tuning engine detecting sequential scans (pganalyze style)

Self-healing test automation framework repairing broken UI selectors and generating fix PRs (Qodex style)

MCP schema resolver and federation gateway providing sub-10ms tool discovery and caching (Unabyss style)

Code docstring and API interface contract generator inferring types (Speakeasy style)

Async LLM connection pooler and token bucket rate limiter (PgBouncer AI style)

Real-time acoustic voice interruption and turn-taking manager with sub-150ms speech cutoff (Vapi style)

Semantic Git merge conflict resolver analyzing AST changes across branches (GitKraken style)

Email security and domain brand protection auditor verifying SPF, DKIM, DMARC policies (Red Sift style)

Real-time network telemetry analyzer and DDoS mitigation engine detecting L7 floods (Cloudflare AI style)

Customer journey friction and churn signal detector with proactive CSM workflows (Gong style)

Differential privacy synthetic data generator producing statistically identical test datasets (Gretel style)

Market-based multi-agent task auction and bidding orchestrator (TaskGen style)

Flaky test detector and isolation sandbox identifying non-deterministic CI failures (Trunk AI style)

Asynchronous agentic tool execution dispatcher with real-time acoustic cues (Voiceflow V4 style)

Automated prompt injection red-teaming vulnerability scanner evaluating OWASP LLM01 compliance (Lakera style)

AI video agent converting long-form webinars into viral 9:16 vertical shorts with hook detection (Vizard style)

AI ambient scribe converting clinical encounters into structured SOAP notes with ICD-10 coding (G2 Ambient AI Scribe)

Agentic data pipeline observability engine detecting schema drift and null rate spikes (Monte Carlo style)

Autonomous agent goal decomposer breaking objectives into tool-assigned subgoals with critical path planning (SuperAGI style)

Prospect intent scoring and pre-warm outreach sequencer analyzing buying signals (Fuzzy AI style)

Independent LLM API cost auditing engine verifying token counts and billing discrepancies (Inferock style)

Git-native API contract testing and mock server engine with automated schema assertions (Bruno style)

Natural language to optimized SQL engine with AST query plan tuning and performance indexing (DbVisualizer AI style)

AI SRE platform deduplicating alert noise 96%+, correlating root signals and auto-executing runbooks (G2 AI SRE Tools)

Real-time security guardrail enforcer for agent call chains intercepting tool cascades (AppSentinels style)

Customer feedback intelligence clustering support tickets into linked engineering issue graphs (DevRev style)

AI DevOps workspace evaluating canary deployments against live telemetry metrics (Nuphos style)

AI compliance assistant reviewing financial documents against MiFID II, SEC and FINRA frameworks (G2 FinServ AI)

Code supply chain security scanner detecting malicious packages, typosquatting and CVEs (Socket style)

Neural audio enhancement and stem separation engine removing reverb and isolating multi-tracks (Descript style)

Secure agent automation with full audit trail, human approval gates and compliance-grade orchestration (Tines 3B style)

AI Kubernetes cluster diagnostic operator triaging pod crashes and resource starvation (Botkube style)

Enterprise AI DLP gateway enforcing zero-trust PII masking and regulatory compliance on LLMs (Credal style)

Codebase semantic sync engine detecting git diffs and eliminating documentation drift (Mintlify style)

AI security questionnaire and RFP auto-responder grounding responses in SOC 2/ISO policies (AutoRFP style)

Privacy-first cookieless event stream analytics engine with funnel anomaly detection (Open Analytics style)

AI proposal generator creating hyper-personalized sales proposals predicting win rate lift (G2 AI Proposal Generators)

High-throughput web content extraction engine converting pages into clean LLM context (Context.dev style)

Synthetic user persona usability simulator running autonomous UX journeys to uncover design friction

Persistent cross-session agent memory engine with importance weighting and decay pruning (Mem0 style)

GenPark skill

Prompt-to-fullstack app synthesizer generating React components, API routes and schemas (Lovable style)

Cloud data warehouse cost engine tracking query spend spikes and unpartitioned scans (Select.dev style)

Local hardware AI agent access governor enforcing scoped filesystem, permissions and quotas (Plow Latch style)

Multimodal video semantic search engine indexing video frames and audio to extract timestamped clips (Clipto style)

Real-time multilingual voice translation and dubbing pipeline with sub-500ms latency (LiveKit style)

MCP server gateway eliminating tool-list bloat by injecting only task-relevant tools into agent context (Toolport style)

Privacy-first data anonymizer and synthetic dataset generator compliant with GDPR, CCPA, HIPAA Safe Harbor

AI revenue forecasting engine analyzing pipeline variance by segment and flagging Q close slippage risks

Visual node-based AI workflow orchestrator with self-hostable execution & multi-agent subgraph routing (n8n style)

AI resume evaluator scoring candidates against structured job scorecards with hire recommendations

AI sales roleplay coach simulating buyer personas, scoring objection handling & generating rep improvement plans

Agentic QE platform automating full-stack test plan creation, execution and release gate decisions (TestMu AI style)

AI construction material takeoff estimator: parses plans & generates cost summaries (Handoff AI style)

AI supply chain demand forecaster and inventory optimizer reducing stockouts and overstock waste

OpenTelemetry-grade LLM production trace collector, latency profiler & prompt regression debugger (TraceLLM style)

Autonomous AI marketing agent planning, launching & optimizing full-funnel campaign lifecycles (G2 Marketing Agents)

AI customer health scorer analyzing usage signals, predicting churn probability and triggering CS playbooks

Autonomous B2B brand growth agent that sources new media creators & orchestrates partnership campaigns (Astute style)

AI global trade data analyzer: maps supplier/buyer networks & monitors competitor shipments (TradeInt style)

AI DevOps incident postmortem root cause analyzer generating MTTR metrics and action item reports

Self-hosted voice AI agent infrastructure builder for inbound/outbound calling with STT, TTS, LLM routing (Dograh style)

Production-grade high-volume voice agent orchestrator with warm human transfer & CRM telephony sync (Retell style)

AI presentation architect converting raw data into structured slide decks with speaker notes (G2 Presentation AI)

Hybrid tabular, graph & semantic vector query router over Postgres for AI agent context retrieval (Polygres style)

Meeting bot unified API joining calls, capturing real-time transcripts and pushing signals to CRMs (Meetstream style)

AI multilingual translation quality validator checking accuracy, terminology and UI truncation risks

AI contract analyzer extracting risk clauses, scoring legal exposure and generating negotiation recommendations

AI-powered API mesh connector for real-time cross-platform data integration and bidirectional sync

No-code voice AI flow designer with industry templates & white-label reseller packaging for agencies (Synthflow style)

AI social ad creative engine for multi-variant high-converting ad copy & CTA A/B testing (AdAnt AI style)

Autonomous AI agent cloud deployment scheduler: migrates local agents to cloud & manages long-running jobs (Omni style)

AI product roadmap RICE/ICE prioritization engine ranking features and generating sprint recommendations

Agentic financial crime detector: flags AML/fraud patterns & generates regulatory SAR draft reports

AI web scraper builder from plain-English with self-healing selectors that auto-adapt to site changes (BrowserAct style)

Agentic IDE orchestrator unifying design tokens, code generation & Git commits (Shape style)

Waterfall B2B lead enrichment & buyer intent scorer (Clay style)

Sales call revenue intelligence & objection analyzer (Gong style)

AI meeting note taker, transcript summarizer & CRM deal field sync executor (Fireflies/n8n style)

Parallel PR cloud sandbox provisioner for concurrent AI coding agent PR work (Hoplite style)

Natural language to structured E2E browser & mobile test suite generator (Kane CLI style)

Real-time multilingual livestream host teleprompter & Q&A assistant

Voice command transcription & structured autonomous action dispatcher (Wispr Flow style)

Engineering sprint cycle bottleneck & PR review predictor (Linear style)

Podcast filler word remover & viral clip smart cutter (Descript style)

Proactive AI executive assistant for meeting scheduling & agenda synthesis (Hey Noah style)

Autonomous support ticket resolution & action executor (Intercom Fin AI style)

Human-in-the-loop approval gate for autonomous AI agent task execution (Soloop style)

Autonomous website pre-launch QA agent that crawls, tests & generates bug reports (Superflow style)

AI SDR agent that de-anonymizes visitors, scores fit & triggers outreach sequences (Clara AI style)

Viral multi-platform social ad copy & creative variant synthesizer (AdAnt style)

Cross-border brand UGC viral content synthesizer & ROI optimizer

Livestream e-commerce multi-room monitoring & GMV sales optimizer (LiveLab style)

Conversational recruiter notetaker & candidate competency matrix scorer (Candit style)

Multi-language short-form video script generator & cultural nuance adapter

Multi-platform creator attribution analytics & conversion tracking engine

Database schema relational graph to LLM context window compressor (Polygres style)

Localized creator PR outreach & digital media amplification orchestrator

LLM distributed trace analyzer & latency bottleneck detector (TraceLLM style)

Global creator network campaign matcher & ROI predictor (SparkFly style)

Omnichannel social shop product catalog synchronizer (ShopSync style)

High-throughput social ad creative & storyboard synthesizer (Tec-Creative style)

Instant autonomous agent sandbox container provisioner (BetterClaw style)

Multi-step autonomous agent workflow decomposition & task planner (Grok Bot style)

Self-custody LLM API key usage meter & token budget governor (Lettertrace style)

AI-native DevOps workspace & autonomous cloud drift remediator (Nuphos style)

Dynamic AST code review sandbox & runtime execution validator (Ito style)

Desktop app for building AI persona panels and testing stimuli against them (Electron + React + TypeScript)

Production-grade MCP server for Google Forms, Google Drive & Google Sheets. Build, automate, and manage forms using AI-powered workflows and complete Google Workspace integration.

Aixle Flow — orchestrate coding agents through durable, inspectable workflows.

Production-ready MCP server that lets AI agents build, schedule, run and recover Apache DolphinScheduler data pipelines - 53+ tools, beyond read-only.

Fast, idiomatic Go MCP server for web search, image search, and page scraping to Markdown. Runs locally, no API keys, free.

Google Flights MCP server by HasData: fares, flight legs, carbon emissions and price history, as JSON.

Reliability + security proxy for the Model Context Protocol (MCP): self-healing connections, runtime tool-security (rug-pull/poisoning detection), and a compliance-mapped audit trail.

Skill router and context picker for Claude Code, Cursor, and Aider. Auto-picks the right skill for every prompt, with prompt-injection filtering for MCP.

🔍 Visualize any Claude Code agent harness — CLAUDE.md, subagents, skills, commands, hooks & MCP servers — as an interactive flow graph. Import from GitHub, ZIP, or local folder. 100% client-side.

Computer use for Hyprland - MCP server giving AI agents native hands on your Wayland desktop. No ydotool, no root, no portals.

Shared work-state for coding agents: claim work, leave handoffs, and generate review packets before PRs, over MCP.

Multi-agent orchestration for Claude Code: MCP server + skill that keeps Claude as lead engineer while delegating backend work to OpenAI Codex and frontend/design work to Kimi

DNS for AI agents: a self-hosted registry to register, discover, and health-check MCP agents. One Go binary.

MCP server for VK Ads API: campaigns, audiences, budgets, stats. Click.ru proxy, static token or OAuth. Docs in Russian.

MCP server for Yandex Direct API: campaigns, ads, keywords, bids, reports. Click.ru proxy or direct OAuth with sandbox. Docs in Russian.

Exam-scored knowledge brains for AI agents: paste a docs URL, get a searchable brain over MCP with a measured score and known gaps. AGPL.

Secure execution for AI agents, on any machine. Connect any MCP client to the development environment on any machine you can run a command on (even your own laptop) - no open ports, no tunnels, and yo

Agent Skills - 29 skills for AI agents (Sisyphus, opencode): frontend-perfection (Lighthouse audit), secret-scanner, security-review, version-bumper, commit-lint, coverage-analyzer, api-contract-testi

Lossless context compression for LLMs: 2x-8x fewer tokens, byte-exact reconstruction (sha256-verified). MCP server for Claude Code & Cursor.

Authoritative multi-agent software engineering coordinator with isolated Git worktrees, write scope locking, test verification, and serialized merge queue. (v0.1.0-beta).

Turn your Claude subscription into a multi-tenant agent API with rate limits, cost tracking, autonomous objectives, and an admin dashboard. Self-hostable, no API key.

See and manage what your coding assistants load — skills, commands, subagents, plugins and MCP servers, with real usage.

Multi-engine web search MCP for Cursor, Codex, Claude Code, Grok Build, and Antigravity

Remote coding harness exposed as a secure Streamable HTTP MCP server

⚡ Production-ready Model Context Protocol (MCP) servers, agent skills, and automation workflows for Claude, Cursor, and AgentScope. / 专为现代 AI 智能体打造的开箱即用 MCP 服务与自动化技能套件。

Local, capability-aware MCP server for authorized AI-assisted macOS and iOS debugging, Simulator/device workflows, Apple binary analysis, profiling, and reproducible evidence.

Your dashboard is data. Any AI can build it; any human can edit it. A protocol + runtime for agent-composable dashboards — layout-as-data, one guarded control plane, sandboxed agent-authored widgets,

Turn any website into a portable, agent-ready Open Knowledge Format (OKF) bundle — no LLM required. Crawl, sync, chat offline, and serve docs to coding agents over MCP.

Smarter AI Development Workflows

Fundraising infrastructure for AI agents on Solana — x402 payments, milestone escrow, on-chain reputation. REST + WebSocket + MCP + ACP.

🏆 Open-source multi-factor stock scoring API (0-100) | US/HK/A-Share 74 stocks | Zero signup | shields.io badges | GitHub Action | EU AI Act compliant

Long-term memory for CLI agents — cross-CLI, cross-project, cross-session. OKF Wiki + MCP server, model-agnostic.

Memory your agent can trust — every answer carries its source; when it doesn't know, it says so. Hermetic, local, MCP.

Molavi Agent Skills: Curated AI agent skills and MCP configs for Antigravity, Cursor, Codex & Claude — by Taghi Molavi

Universal, cross-tool persistent memory bank for AI assistants (Claude Code, Cursor, Windsurf, OpenCode, Codex) powered by FastMCP, Gemini embeddings & Supabase pgvector.

🤖 The strongest curated list of open-source AI-agent tools for literature review — 70+ tools across 11 categories (Claude Code skills, deep research, MCP servers, PDF parsing, systematic review). 面向智能

MCP-compatible context and memory system: paged code navigation for AI assistants, plus a recorded, verified theory of what is known about the code.

Multi-account Gmail MCP server on Cloudflare Workers — one deployment, one Google sign-in per connection, any MCP client

AI agents for pentesting, code audit, fuzzing, vulnerability discovery, and reverse engineering — harnesses, sandboxes, security MCP servers, benchmarks, and evals.

Self-hosted operator console for Magnific / Freepik AI. REST + MCP, 48 image models, 52 video models, credit-safe job engine

A builder, not just a researcher. Agent skills that turn top-grossing app patterns into native-quality mobile screens.

🤖 A curated collection of modular, plug-and-play AI Agent Tools & Model Context Protocol (MCP) server connectors for Python and TypeScript.

Drop a full augmented-reality studio into any web page. Place any number of 3D models in your real room through the camera, generate new ones from a text prompt, arrange them, then share the scene as

Local-first long-term memory for AI agents - plain Markdown vault + thin MCP server. CJK-aware BM25, token-efficient by design.

An editor, a simulator, and a natural-language generator for Petri nets and Petri-object models, in one place

Airbnb MCP server by HasData: search stays and read full listing details, as JSON.

TikTok MCP server by HasData: public profiles, videos, comments and keyword search as JSON, over streamable HTTP.

Zillow MCP server by HasData: for-sale, for-rent and sold listings and full property details, as JSON.

Google Trends MCP server by HasData: interest over time, by region, and related queries and topics, as JSON.

Universal Skill & MCP Sync Engine for AI Coding Agents (Antigravity, Claude Code, Codex)

A Model Context Protocol server for persistent project-specific AI agent context.

A local-first permission firewall and approval layer for AI agent tool calls.

MCP server for TYPO3 v13/v14 development — gives AI assistants like Claude Code live insight into TCA, database schema, sites, TypoScript, logs and the core changelog.

Official GitHub MCP Server — connect AI agents to GitHub API

Companion source code for AI APIs in Practice, a visual engineering book on multimodal AI, agents, RAG, evaluation, governance, and production-ready products. Book DOI: 10.5281/zenodo.21431944 · Softw

Git-native structural memory for AI coding agents. Index once — stays fresh on every pull, merge, and branch switch. MCP server for Claude Code, Cursor & any agent.

Convert AI coding sessions between Claude Code, Codex, OpenCode, Zed, Aider, Gemini CLI, Cursor, Cline & more — lossless, round-trip tested. MCP server + CLI.

Self-hosted MCP server + dashboard giving Claude Code, Cursor & Hermes agents shared long-term memory over a git-backed markdown vault. Agent-native, Obsidian-compatible second brain — markdown RAG, n

Live sidebar, ER diagrams, CLI, and MCP server for Django models. VS Code + PyPI + MCP Registry + Glama. Zero-dep parser, no DB required.

Security scanner for Claude Code skills, plugins, and MCP servers. A verdict before you install.

Study guide for all four Anthropic Claude certifications: Associate, Developer, and Architect Foundations and Professional. Official exam guides, blueprints with domain weights, cheat sheets, 320 prac

Jacobian: an MCP server, CLI, and Python library that gives AI agents a composable toolbox of mathematical capabilities with inspectable artifacts and independent verification.

Let an AI agent draw on your screen — a macOS menu-bar app that gives agents a pen over MCP.

Security & governance guardrails for MCP agents in Java — audit trail, agent-to-tool authorization, prompt-injection detection and rate limiting as a zero-config Spring Boot starter.

Seedance 2.5 Preview MCP server powered by MuAPI.

Render agent-written Markdown as a live local page, and send the human's click back to the agent as typed data. Human-in-the-loop approval gates for coding agents.

An open, reproducible trust layer for AI artifacts — skills, MCP servers, agents, and plugins. Assay inspects code, runs sandboxed behavioral audits, and generates verifiable reports. Help us build th

A TypeScript implementation of the Microsoft Agent Framework programming model, with semantic parity to the official .NET, Python, and Go implementations. Independent community project.

Give AI full control of a live Chrome browser via CDP with 145 tools for automation, network and DOM capture, structured extraction, and session recording through MCP.

The agent-native Supabase killer: SQLite speed today, distributed cloud next, without the PostgreSQL tax.

Unauthenticated MCP server exposing read-only chain-data tools and pay-per-call Web3/market/travel tools settled via x402 — built on the official MCP SDK and NestJS.

Configurable AI agent orchestration, delegation, memory, and project context through MCP.

Public distribution surface for jarvis — local-first code intelligence MCP server (SCIP navigation + Zoekt search). Installer, Claude Code / Codex / Cursor plugins, and prebuilt binaries.

Shared long-term memory for AI coding agents — one local store for Claude Code, Codex CLI, opencode and anything that speaks MCP. SQLite + FTS5, no vector DB, $1-3/month.

Teach your AI coding agent what your DevExpress XAF application actually does. Roslyn-based extraction of entities, controllers, business rules and Model Editor customizations.

Shrink MCP schema overhead in DeepSeek Harness: 1,000 remote tools behind 2 exact-schema interfaces, plus a local calculator and CI budget Action.

MCP server for Plane: create, update, audit, and export work items from Codex and AI coding clients.

Multi-agent browser MCP runtime for isolated, persistent, parallel Playwright sessions. Run multiple AI agents without shared tabs or browser state.

One window for every AI coding agent on your Mac. Sessions, skills, MCP servers, rules and dev processes across 219 agents — with real transcript conversion between them.

MCP tool for Verantis — the verified directory for machine payments (x402 & MPP). Check services and wallets before your agent pays.

[BETA] An MCP server to control Delphi remotely, so you can develop from any platform: safe editing, real MSBuild builds, git, scaffolding, sandboxed run, remote file transfer and compiler-grade seman

Give an AI agent a real Solana wallet without giving it your money. An MCP server for spending allowances the SPL Token program enforces on-chain, with guardrails, x402 payments, and revocable custody

Engawa — the open toolkit for agent-native websites. Bring your agent.

Indeed MCP server by HasData: search job listings and read full postings, as JSON.

Booking.com MCP server by HasData: search stays and read full property details, as JSON.

A semantic, transactional, replayable MCP control plane that lets autonomous AI agents operate Dwarf Fortress as a long-lived civilization. Safe-Rust phase-0B scaffold: MVCC world state, witnessed sem

Portable CC Switch (CCS) operations skill for Codex / Claude Code: safe management of prompts, skills, MCP servers and providers. 可移植的 CC Switch 操作/维护技能。

Sandboxed security scanning for AI skills and MCP servers — precise findings, heatmap posture, fail-closed agent guard. Multi-scanner security platform for AI skills and MCP servers, scan what the age

MagicTeX — a LaTeX editor for AI agents (Claude Code): live PDF preview, PDF comments that drive edits, Visual (WYSIWYG) mode, and git-tracked history. No local TeX install.

MCP connector for Replynodes — let AI agents (Claude, Cursor, Codex, OpenClaw) schedule posts, list channels, and generate media via the Model Context Protocol.

A hands-on, step-by-step workshop for building a Travel Assistant agent on Microsoft Foundry hosted agents with the Agent Framework - growing from a single agent to a multi-agent planner with function

Firewall-friendly messaging for AI agents: MCP server that turns one Azure Storage account into an addressed multi-agent message bus. Pull-only, zero inbound ports.

Trace — a local, background version tracker for multi-CLI-agent coding workflows (Claude Code, Codex, Cursor, ...). Content-addressed snapshots in SQLite, per-agent attribution, diff/restore/revert vi

All-in-one MCP server. Agents get memory, tools, and coordination in one binary.

Text a number, an AI agent shops and pays. Template for building iMessage agents on Agentcard: Photon (spectrum-ts) transport, SMS-OTP phone sign-in, and a Claude tool-use loop over the Agentcard MCP

Persistent memory for AI agents, over MCP. Local-first, negative learning, hybrid recall. Docs and community home (source is maintained privately).

AEP: Agent Event Protocol — open async event layer for agents, tools, memory, and multi-agent runtimes. 4-language reference with cross-language conformance.

Optimal-path problem solving for AI agents — triage, prune, investigate. MCP server + agent skill combining Newton's Analysis-Synthesis method, NASA P10 rules, and heuristic-search pruning so agents n

The content studio MCP for coding agents — BYO-key generation, deterministic video/carousel rendering, draft-first social publishing.

rviz-mcp — MCP server for RViz2 displays, frames, and views (mock + live) for AI agents

MCP server for adding inline, range-anchored comments to Google Docs — the one comment operation the Google Docs & Drive APIs can't do. For AI agents (Claude, Cursor, Copilot) that review documents.

Taplio LinkedIn MCP Server: draft, schedule, publish, and analyze your LinkedIn posts from any AI assistant (Claude, Cursor, and more). Remote MCP server at mcp.taplio.com.

Teach any AI agent how you use an MCP server – Soft-Landing to your AI integrations

mt5-mcp — MCP server for MetaTrader 5 account, positions, and history

Your app generates its own verified UI transition graph — screens as nodes, guarded (event, effect) edges. Proof-gated verification, trust tiers, model-free MCP for AI agents.

The only SEO skill your agent needs. 50+ SEO audit tools through a local CLI and MCP server, using your own crawl, Search Console, and GA4 data.

An MCP server and deterministic DOCX toolkit for AI agents—create, edit, validate, and render reliable Word documents with a local agent playground.

Transparent MCP proxy for agent observability. Logs every tool call, exposes trace history, reduces token overhead.

The Fons agent surface — read and update your founder profile, company, product, metrics and data room from your AI assistant. Skill · MCP · CLI.

mt4-mcp — MCP server for MetaTrader 4 account, quotes, and orders

Connect your AI to Reanthesis — MCP server, agent skills, and plugins so Claude, ChatGPT, and Copilot can build flashcards from your notes and manage your study data. Your AI, your data, your cards.

MCP server for secure AI agent authentication — lets Claude, Claude Code, and other LLM agents call APIs without exposing raw tokens or credentials to the model

Stop your AI agent from rebuilding what already exists. An opinionated MCP server that checks GitHub, npm and Python repos for maintained alternatives before you scaffold.

Automatic one-click install. Encrypted, fully offline vector memory for AI agents; takes over built-in agentic memory.

Self-hosted documentation RAG pipeline that serves semantic search to LLM agents over the Model Context Protocol.

Universal MCP server: connect any OpenAPI/Swagger, GraphQL, gRPC or SOAP API to AI agents. Security-first, local, token-efficient. Any API. One server.

🛡️ Ultra-fast local security firewall, secret sanitizer, and context token compressor for Claude Code, Cursor, and MCP AI agents.

The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, i

MCP server for the Google Health API: log meals from photos via any AI agent, read sleep and activity. BYO Google Cloud credentials.

File-backed autonomous task loop for Claude Code: queue one-line goals, drain them through chunked claude -p workers, with hooks, a tiered agent fleet, and memory/context MCP servers.

Scan MCP servers & AI-agent skills for malicious patterns (prompt injection in tool descriptions, credential exfil, download-and-execute). 17 patterns / 60 signatures, zero-dep. Measured over 196 publ

A token-frugal MCP server that gives coding agents structural understanding of a codebase: repo maps, symbol outlines, ranked search, import tracing, and parsed diagnostics — every result under a toke

AI Governance Infrastructure — open gateway demo. Self-hosted systemprompt.io gateway in a single Rust binary: policy, audit trails, and cost attribution on every AI request, with the Systemprompt Bri

An email client for AI agents. Filtered, read-only Gmail delivered to disk as .eml + markdown, and served over MCP.

File-first knowledge base for humans and AI agents — self-hosted Markdown notes with a web editor and a built-in MCP server.

Repository-native Work, Docs, History and durable Memory for humans and AI agents — Markdown as the source of truth, with a local UI, CLI and MCP server

Feeless x402 micropayments for AI agents — self-custodied XNO wallet, pay-per-call client, merchant server with railHint, PoW-gated faucet, MCP server

An agent-native teaching OS — a classroom that remembers, for you and your AI. MCP server + self-hosted web app.

Unofficial MCP server + async SDK for SberBank Online — browserless auth, reads, and human-approved self-transfers. Direct client↔Sber, secrets never touch the agent.

MCP server for Google Search Console - index status, URL inspection, request indexing, sitemap submission and search analytics for Claude and other AI agents.

The open-source workspace for people and AI agents. Docs, databases and realtime collaboration with an MCP server in the same binary, so agents work in the same workspace on the same permissions. One

Go semantic tools for the MCP server built into GoLand: 24 tools that answer questions about Go code through the type system, not text search

Zero-database, internet-connected MCP server for live design intelligence and UI component synthesis.

MCP server that gives Claude/GPT agents commerce tools — each tool call pays an upstream x402 endpoint and returns its artifact

Native interactive visual-reasoning plugin for DeepSeek Harness: precise pixel grounding (SOM grid / zoom / annotate / measure / diff / color / OCR) + MiMo V2.5 multimodal backend, zero external MCP s

Connect ChatGPT Web to DSH through OAuth + MCP, exposing DSH-native tools, skills, policies, and community extensions.

Five packaged federal acquisition agent previews for Codex and Claude Code.

[BETA] MCP server for safe, total remote control of Delphi via the official DelphiLSP engine: semantic navigation, guarded editing, scaffolding, real builds, sandboxed execution, virtual drives and re

Local-first project state, task tracking, and context for coding agents.

A wall of mail slots for coding agents running in parallel. Each git worktree gets a pigeonhole; agents post what they are working on and leave each other notes. No server, no daemon, no MCP. One POSI

[BETA] An MCP server to control Delphi remotely, so you can develop from any platform: safe editing, real MSBuild builds, git, scaffolding, sandboxed run, remote file transfer and compiler-grade seman

MCP server: gym attendance & trainer analytics from existing cameras

Teach any coding agent the real s&box API: 17 source-verified reference files plus an 18-tool editor MCP toolset. Stops agents writing Unity code into Source 2 projects.

An open-source MCP server, API, and CLI for records, files, permissions, and reminders. Single binary, self-hosted.

Production reliability, benchmarking, and evaluation layer for MCP agent runtimes — protocol negotiation, A2A interop, circuit breakers, connection pooling, adaptive streaming, and autoscaling, with m

MCP server that gives AI agents a real ZX Spectrum to debug in: breakpoints, memory, disassembly, T-state profiling, screen and sound. Built on the Xpeccy emulator core.

Complete opencode starter kit: 14-agent dev team, 9 workflow commands, custom skills, orchestrator MCP server, Obsidian vault config - one-script install

Deploy AI agents on-chain from any MCP client or your browser: mint a Metaplex Core asset and register its EIP-8004 identity in the Metaplex Agent Registry on Solana. By three.ws.

Delegate coding work from Claude Code to a local pi agent — MCP tools with mid-run steer/abort, plus per-project discipline hooks.

Anti-hallucination guardrails for AI coding agents - hybrid Skill + MCP server (6 tools) that verifies code before it is marked done. Works with Claude Code, Cursor, VS Code, Copilot.

PL/SQL development for AI agents on Oracle Database - expert queries, impact analysis, and a snapshot-verified write path with honest rollback

Governance for agent instructions: audit, score, and pin MCP servers, Agent Skills, and prompts. Deterministic; findings carry a reference and a fix.

Delegate Grok Bot coding work to your own local Claude Code / Codex CLIs via a custom MCP connector

A local-first coordination hall for long-running AI collaboration.

Official GoAnyAPI MCP server — connect AI agents to web data, Google Search, SEO, backlinks, Google Ads Transparency, traffic, domain intelligence, and more APIs.

Identity and reputation for AI agents: resolve social handles to wallet addresses, check reputation scores, and send tokens from any MCP client.

Pattern MCP helps coding agents make better UI decisions. It checks real components from shadcn/ui and 21st.dev against what the product needs. If nothing fits, Pattern finds a real reference from Mob

Local MCP relay for cross-model agent teams. Your Claude, Codex, and other agents talk to each other over Unix sockets. No broker, no network, no accounts.

MCP server for social media. Manage Instagram, WhatsApp, X, LinkedIn and 8 more DM inboxes plus scheduled posts from Claude, Cursor or ChatGPT.

A curated list of resources for Cross-App Access (XAA) and the Identity Assertion JWT Authorization Grant (ID-JAG).