MCP servers for llm-tools

Delta MCP is a free app that sits between your AI apps and their MCP servers: one program per task instead of one tool call per step, up to 24.1× fewer tokens in our benchmarks. Every change is record

Neuronto Agentic Resource Discovery (ARD) Index. Federated search across every public ARD registry, plus a verified tool index read from each MCP server's own tools/list, hybrid lexical and semantic r

Give the agent "this" and he gets a real PC.

Stateless governance proxy for MCP (2026-07-28): policy, dry-run, human confirmation, audit, tracing

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

A Schema-first agent layer for Foldkit: project an application's Model and Message union into one contract, then expose it through WebMCP, MCP, or in-app agents.

MCP server for Yelp: business search, place details and the full review feed as JSON. Hosted, no Yelp Fusion key. 1,000 free credits every month.

MCP server for Glassdoor: search job listings by keyword and location, read one posting in full with the employer rating and the salary figure with its provenance. 1,000 free credits every month.

MCP server for Facebook: a public page or profile by handle with likes, followers, contact details and the post feed with reactions. No Meta developer app. 1,000 free credits every month.

MCP server for Bing search: organic results, the ad block and the Copilot answer, with geo, market and language targeting. No Azure subscription. 1,000 free credits every month.

MCP server for Yellow Pages: search local businesses by keyword and location, read one listing in full with services, brands and payment methods. 1,000 free credits every month.

MCP server for Walmart: keyword and category search, product pages with the buy box and other sellers, and the review feed with its filter block. 1,000 free credits every month.

MCP server for Redfin: search for-sale, for-rent and sold listings with the full filter set, and read one property page in full. No MLS licence. 1,000 free credits every month.

MCP server for Shopify storefronts: pull the public product catalogue and collections of any store by URL, with variants, SKUs and prices. No app, no merchant token. 1,000 free credits every month.

MCP server for Google Scholar: search papers with Scholar operators, year ranges, cited-by and all-versions lookups, plus citations in five styles with BibTeX export. 1,000 free credits every month.

A high-precision calculation & binary data MCP server with chained batch execution (batch_calc), bitwise logic, IEEE 754, crypto, and math.

Amazon MCP server by HasData: keyword search, product details, seller profiles and seller catalogues, as JSON.

MCP server for Google Images: image search with size, colour and type filters, 100 results a call with the source page and the full-resolution URL. 1,000 free credits every month.

MCP server for HasData's Web Scraping API: fetch any public URL through managed proxies, render JavaScript when needed, and get markdown, text, HTML or structured JSON. From 1 credit a call.

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.

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.

MCP server that gives your AI coding agent a map of your polyglot codebase — reverse dependencies, gRPC tracing, event/topic flows, and doc search, without burning context. Single local Rust binary, n

Agentic web crawler with headless browser orchestration & anti-bot bypass

Vision LLM flowchart, diagram & document structure parser to Mermaid

Real-time voice accent normalization, dialect adaptation & stream enhancer

Automated codebase architectural debt analyzer & refactoring planner

Cross-platform e-commerce inventory sync & purchase order agent

Autonomous deep research planner & executive report synthesizer

AI regulatory compliance, export control directive & safety audit scanner

Dynamic LLM router for complexity, latency & token cost optimization

AI-powered smart calendar scheduling, conflict resolution & deep work optimizer

Intelligent LLM API cost analyzer, model tier selector & monthly spend optimizer

Meeting transcript intelligent summarizer & action item extractor

In-browser code sandbox, live web-container runner & instant UI renderer

AI-moderated user research interview conductor & affinity diagram builder

Full-duplex real-time streaming voice agent with barge-in detection

Multi-attribute product spec comparison & review sentiment analyzer

Real-time zero-shot voice cloning & emotional neural TTS generator

Enterprise codebase AST parsing, semantic vector indexing & symbol graph

Visual flow node-graph to executable Python DAG workflow generator

Complex PDF/Image OCR, table layout parser & structured JSON extractor

Multimodal image-to-video motion control & camera trajectory animator

Role-playing autonomous agent orchestrator managing crews (CrewAI style)

Real-time neural 3D asset generator and PBR texture synthesizer (Luma Genie style)

Multivariate ad creative fatigue auditor & refresh triggers (AdEspresso style)

Personalized video sales outreach script & storyboard planner (Tavus style)

Repository-scoped memory for coding agent's decisions, pitfalls, and handoffs stored in one inspectable SQLite file, so agents continue instead of starting over.

Multi-agent creative studio for copy & marketing campaign asset generation

AI LLM visibility tracker monitoring brand share of voice (Lettertrace style)

Vibe coding IDE extension helper providing real-time code completion

Proactive executive AI assistant for autonomous task scheduling (Hey Noah style)

Real-time AI agent execution observability & token tracing (Progress AI style)

Hardware voice recorder audio processor & task dispatcher (SecondBrain style)

Real-world AI task evaluation & custom benchmark runner (oqoqo style)

AI Gateway proxy router, rate limiting & PII masking engine (ngrok style)

Responsible & ESG investment portfolio analyzer (Portfolio Lab style)

AI coding agent context compressor & cost reducer (Paritok style)

Earned Media Value (EMV) econometric ROI synthesizer (Captiv8 style)

Programmatic landing page CRO variant synthesizer & A/B testing (Unbounce style)

Cross-platform creator audience demographic matcher (Grin / CreatorIQ)

Multiresolution editorial book cover typesetter & spine calculator (AI Book Cover)

Vector promotional poster and banner layout synthesizer & golden ratio (AI Poster)

Lightweight multi-agent routine handoff orchestrator & tool swapper (Swarm style)

Symbolic step-by-step mathematical proof solver & LaTeX engine (AI Math Solver)

Ultra-lightweight 82M edge neural speech synthesizer & 20x RTF TTS (Kokoro style)

Zero-shot cross-lingual voice cloning translator & lip-sync engine (HeyGen style)

Test-time compute search tree verifier & reward model pruner (o3-mini style)

Screen UI bounding box and icon parser & Set-of-Mark coordinates (OmniParser)

Venture pitch deck narrative synthesizer & TAM market modeler (AI Pitch Deck)

Corporate identity stationery and business card synthesizer & NFC (Business Card)

Multimetric rhyme cadence rap lyric synthesizer & MIDI rhythm flow (AI Rap)

Duplex telephony voice agent turn orchestrator & SIP dialer (AI Phone Call)

Creator rate card CPM valuation estimator (Mavrck / Traackr)

Event invitation and greeting card vector typesetter & die-cut mask (AI Invitation)

Multi-source competitive market intelligence synthesizer (Market Research Tools)

Repository scoped agentic rule indexer & architecture guideline injector (Cursor Rules)

Paged attention virtual memory allocator & non-contiguous KV cache (vLLM style)

Open model registry & license compliance auditor (OpenCSG Starship style)

Hierarchical multi-agent consensus research engine & refutation validator (DeepResearch)

Zero-trust terminal session multiplexer & WebRTC streamer (Share Terminal)

Creator paid ad whitelisting token broker & Spark Ads (Lumanu style)

Deterministic tool-call guardrail firewall & injection interceptor (NeMo Guardrails)

Spaced repetition Anki flashcard synthesizer & SM-2 algorithms (AI Flashcard)

Viral sentiment velocity crisis sentinel & PR holding statement (Talkwalker)

Dynamic browser sandbox E2E test synthesizer & HAR verifier (Playwright style)

Event-driven omnichannel lifecycle nudge dispatcher & SMS push (Klaviyo style)

Flash-attention dense passage ranker & sequence embedding extractor (Hugging Face TEI)

Influencer affiliate attribution conversion aggregator (Impact.com style)

Group Relative Policy Optimization (GRPO) engine (DeepSeek-R1 style)

LinkedIn carousel growth narrative generator & PDF slide deck (Carousel Generator)

Neural speech codec full duplex dialogue engine & live audio streamer (Moshi style)

3D Gaussian splatting radiance field reconstructor (3DGS / PostShot style)

Visual DAG agent workflow tool chainer & state checkpointer (Dify / Flowise style)

Joint-embedding predictive architecture (JEPA) world representation (V-JEPA style)

Semantic clipboard history vector buffer & secret redaction (Clipboard Manager)

Stateful autonomous AI employee lifecycle supervisor & task worker (AI Employee)

OS GUI desktop automation vision agent from screenshots (Computer Use style)

Marketing Mix Modeling (MMM) adstock & saturation estimator (Robyn style)

Cross-encoder reranker document store engine for high precision RAG (Haystack style)

Dual-track vector quantized acoustic codec & low-bitrate neural audio (Fish-Speech)

Pedagogical lesson plan curriculum synthesizer & Bloom objectives (AI Lesson Plan)

Procedural AST flowchart & logic diagram synthesizer (AI Flowchart Generator)

Prompt to 3D CAD STEP solid generator & B-Rep synthesizer (Text-to-CAD style)

RL mathematical reasoning synthesizer & step-by-step theorem prover (DeepSeek-R1 style)

Creator audience authenticity anomaly auditor (HypeAuditor / Modash)

Adaptive periodized workout fitness regimen synthesizer & RPE curve (AI Workout)

Hierarchical corporate organization chart synthesizer & DAG tree (AI Org Chart)

Lightweight local model daemon lifecycle manager & hot-swapper (Ollama style)

Cryptographic verifiable credential certificate builder & Merkle hash (Certificate)

Spatial semantic interior design layout synthesizer & 3D floorplan (AI Room Design)

UGC licensing rights ledger & creator media clearance (Bazaarvoice / Tagger)

Neural audio stem separation and remastering engine (Demucs / Moises style)

Influencer outreach seeding campaign dispatcher (Aspire / Upfluence)

Dynamic aspect ratio visual patch tokenizer & 2D RoPE (Qwen2.5-VL style)

Realtime hallucination fact checker & primary citation verifier (AI Fact Checker)

Declarative form schema builder & dynamic input validator (AI Form Builder)

Pose-guided temporal video motion transfer & character animator (Viggle style)

Sponsored campaign regulatory FTC compliance sentinel (Klear / Brand24)

Conversational podcast dialogue audio synthesizer & multi-speaker banter (NotebookLM)

Culinary restaurant menu synthesizer & allergen matrix (AI Menu Maker)

Isolated ephemeral code execution sandbox client & microVM runner (E2B style)

Multi-tenant federated RAG privacy enclave & ZK attestation (Confidential RAG style)

Multimodal document layout AST parser & table extractor (Docling style)

First-party multi-touch Shapley attribution allocator (Triple Whale style)

Multi-architecture low-bit quantization compiler for GGUF kernels (Llama.cpp style)

Sandboxed interactive artifact canvas executor & live component renderer (Claude Artifacts style)

Prompt-guided video color grading & 3D LUT matrix generator (Colorlab.ai style)

Agent-Computer Interface SWE patch synthesizer & automated bug fixer (SWE-agent style)

Vision-Language-Action robotic trajectory planner (OpenVLA / RT-2 style)

Photorealistic prompt expansion director & volumetric lighting enricher (Midjourney style)

Payload filtered HNSW vector similarity engine with quantization (Qdrant style)

Grammar-constrained token logits decoder & regex enforcer (Outlines style)

Schema-enforced structured LLM extraction engine with validation retries (Instructor style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Multi-tenant GitLab webhook event router & CI/CD trigger (GitLab Webhook style)

Modular RAG pipeline engine coordinating retrieval & reranking (Haystack style)

Edge-quantized multimodal spatial point locator (MiniCPM-V / Molmo style)

Distributed model serving platform & Elo benchmark arena (FastChat style)

Dual-track neural codec voice clone synthesizer (Fish Audio / CosyVoice style)

Unified GitLab CI pipeline analyzer & stage optimizer (GitLab CI Lint style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Multi-token speculative FIM code generator & syntax verifier (DeepSeek-Coder V2 style)

Radix tree KV cache prefix caching manager for fast decoding (SGLang style)

Million-token multimodal needle-in-a-haystack retriever (Gemini 1.5 Pro style)

Git-native multi-file pair programmer & tree-sitter refactor executor (Aider style)

Multimodal meeting audio scribe & agenda task extractor (Granola AI style)

Multi-backend quantized model loader supporting GGUF & EXL2 (Oobabooga style)

Dynamic screen recording summarizer & interactive step extractor (Screenity style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

3D parallelism tensor, pipeline & sequence topology mapper (Megatron-LM style)

Unified memory MoE expert offload runtime with PCIe prefetch (KTransformers style)

Columnar embedded vector analytical store with predicate pushdown (Chroma DuckDB style)

Kubernetes GitOps manifest drift reconciliation & security scanner (GitLab Agent style)

Duplex low-latency conversational voice agent & WebRTC stream manager (ElevenLabs style)

MCTS guided chain-of-thought reasoning tree explorer (OpenAI o1 / o3 style)

Acoustic latent neural speech synthesizer & audio tokenizer (WhisperSpeech style)

Iterative multi-step web research synthesizer & deep citation co-pilot (Perplexity style)

Hierarchical knowledge graph community detection & global RAG synthesizer (GraphRAG style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Unified LLM alignment suite orchestrating DPO & LoRA runs (Llama-Factory style)

Dependency firewall package proxy & CVE quarantine gatekeeper (GitLab Firewall style)

Multi-tenant hybrid vector database engine with GraphQL (Weaviate style)

Instruction-guided dense text embedding generator (Instructor / BGE style)

Dynamic vision patch tokenizer & spatial grounding locator (Qwen2.5-VL style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Multi-file context graph patch composer & atomic refactorer (Cursor Composer style)

Multi-perspective autonomous research & Wikipedia report synthesizer (Stanford STORM style)

Parametric camera orbit cinematic video director & physics agent (Runway Gen-3 style)

High-fidelity neural world dynamics simulator & physics solver (Kling / Sora style)

Neural form auto-filler & schema field compliance extractor (Fillout style)

Stateful OS-tier memory virtualization agent with auto-paging (Letta / MemGPT style)

Context-aware voice dictation and real-time intent formatter (Wispr Flow style)

Multi-model unified prompt workspace synchronizer & diff matrix (TypingMind style)

Localized motion path trajectory video director & motion brush (Kling style)

Natural language full-stack web application architect & scaffolder (Lovable style)

Structured meeting note refinement & action item synthesizer (Granola style)

Spatial concept mapping card cluster & thematic grouping (Heptabase style)

Deep research curation interactive web article publisher (Perplexity Pages style)

Vocal timbre preserving video lip-sync localizer & multilingual dub (Captions style)

Repository-aware AST context code search & syntax tree ranker (Phind style)

Grounded multi-step tool execution engine & token citation matcher (Cohere style)

Memory-efficient LoRA kernel gradient optimizer saving 80% VRAM (Unsloth style)

Interleaved multimodal document parser with formula & chart recognition (Pixtral style)

Multi-scene video storyboard compiler & latent interpolator (Morph/Pika style)

Serverless GPU micro-container autoscaler & sub-second cold start (Modal/Baseten style)

Real-time interactive world model neural simulator at 60 FPS (Oasis style)

Enterprise autonomous support ticket resolver & deterministic CRM agent (Decagon style)

Resilient agentic document parser & schema drift workflow automaton (Gumloop style)

Generative isometric tilemap and sprite world level synthesizer (Rosebud style)

Neural garment drape synthesizer and photorealistic virtual try-on (Kopia style)

Full-codebase dependency graph indexer & automated PR synthesizer (Greptile style)

GenPark AI Agent Skill - Agentcard autonomous AI agent wallet, programmatic virtual card issuing & MCP payment protocol.

Physics-guided generative 3D character animator and keyframe balancer (Cascadeur style)

OpenAPI spec automated mock server & schema validator (Postman / Spectral)

Hierarchical HNSW vector index approximate nearest neighbor searcher (Qdrant)

Realtime search reranking & factual citation grounder (Perplexity / SearchGPT)

LLM trace latency breakdown & token cost anomaly detector (LangSmith style)

Bootstrap teleprompter automated prompt optimization (DSPy style)

Autonomous multi-agent debate consensus protocol & planning (AutoGPT / CAMEL)

Complex PDF layout semantic chunker & markdown table parser (LlamaParse style)

Multi-token speculative tree drafting accelerator (Medusa / Eagle style)

Constraint satisfaction timeblock schedule planner & deep work optimizer (Schedule)

Hierarchical creator tiering matrix allocator & media mix (Kolsquare style)

Hierarchical Sankey flow graph synthesizer & vector SVG generator (Sankey Generator)

Rectified flow diffusion transformer sampler & linear vector field (Flux.1 DiT style)

Tree-of-thought multi-agent debate verifier & consensus engine (ToT Debate style)

Declarative design-to-fullstack app scaffolder (v0 / Replit Agent style)

Tree-structured synthetic curriculum & textbook synthesizer (Cosmopedia style)

State-space Mamba architecture voice synthesizer with sub-95ms TTFT (Cartesia style)

Unified streaming AI gateway with automated provider fallback & schema stream (Vercel style)

Creator affiliate GMV tracking & return-adjusted commission ledger (LTK)

Event-driven webhook signature verifier & HMAC replay protection

UGC creator brief programmatic auction & video matchmaking (Cohley)

Creator audience lookalike cluster finder & affinity overlap (Modash style)

Automated red teaming adversarial safety probe & jailbreak fuzzer

Agentic tabular SQL schema linking synthesizer & query verification

Multi-modal chart & graph visual data extractor to markdown tables

Autonomous price negotiation discount broker & margin protection (Klarna AI)

Distributed multi-agent chaos latency injection & fault fuzzer (Chaos Mesh)

Cross-border agentic tax & tariff duty calculator (TaxJar / Avalara style)

Supply-chain malicious package quarantine & SBOM auditor (Snyk / Socket.dev)

Multi-model prompt regression & golden dataset evaluator (Promptfoo / DeepEval)

Hybrid dense-sparse BM25 rerank fusion & Reciprocal Rank Fusion

Financial earnings call transcript tone shift & guidance sentiment tracker (Finnhub)

High-throughput API rate limit token bucket throttle & burst quotas

Ecommerce customer review veracity & bot rating detector (Fakespot style)

Creator short video 3s hook retention & scroll-stop scorer (HypeAuditor)

High-cardinality distributed agent structured log indexer (Axiom / Better Stack)

Enterprise LLM PII masking & reversible redaction privacy gateway (Kindo/Lakera)

Quantized model VRAM footprint & tensor parallelism estimator (llama.cpp)

Influencer brand share of voice & creator mention sentiment monitor (Meltwater)

Customer interview pain-point clusterer & roadmap theme synthesizer (Fathom)

Creator MSA contract & deliverable milestone escrow broker (Impact.com)

Realtime WebSocket heartbeat reconnector & state resync stream

AST code fault localization & regression test patch synthesizer (SWE-Bench)

Realtime multi-party audio transcript diarization & speaker assigner (Deepgram)

Agent session replay behavioral audit recorder & anomaly detector (AgentOps)

Hierarchical episodic & semantic user profile memory graph synthesizer (Mem0)

Agentic machine micropayment escrow settlement gateway (Stripe Agent Toolkit)

Autonomous DOM state tree mutation observer & selector healer (Browser Use)

Fullstack UI component AST patch generator with Tailwind tokens (v0 / Lovable)

Realtime duplex voice agent turn-taking & barge-in interruption detector (LiveKit)

ReBAC relationship-based authorization policy evaluator (Permify / Cerbos)

Cross-merchant SKU specification validator & compatibility check (Amazon Rufus)

Creator product seeding parcel dispatcher & unboxing automation (Grin style)

Multi-tenant LLM token budget allocation & cost anomaly circuit breaker (Helicone)

Executive meeting action item matrix & decision accountability extractor (Granola)

B2B lead waterfall enrichment cascade & technographic stack verifier (Clay)

Structured synthetic data evolution generator & complexity scaling (Evol-Instruct)

Verifiable AI agent zero-knowledge proof attestation generator (EZKL style)

Agentic browser vision grounding actor & DOM action executor (Browser-use)

Influencer brand safety & multi-year controversy history auditor (Traackr)

Self-hosted isolated code sandbox runner & ephemeral execution jail (E2B style)

Synthetic customer persona conversation trajectory generator (MosaicML)

Autonomous prompt loss gradient & few-shot exemplar compiler (DSPy / TextGrad)

GenPark AI Agent Skill - Practical capability for commerce and influencer workflows.

GenPark AI Agent Skill - Practical capability for commerce and influencer workflows.

LLM-guided Tree-of-Thought Monte Carlo search & reasoning planner (ToT / MCTS)

Autonomous distributed agent deadlock & race condition detector (ThreadSanitizer)

Autonomous SLA breach incident escalator & canary rollback playbook

PagedAttention chunked prefill KV cache & GPU memory allocator (vLLM)

Automated GDPR/CCPA DSAR data subject compliance exporter (OneTrust)

Multi-file git workspace dependency diff & refactor sequence synthesizer (Replit)

Creator paid amplification, spark ads & whitelisted ROAS modeler (Emplifi)

Autonomous post-purchase RMA tracking broker & label generator (Gorgias style)

Behavioral cohort funnel retention & churn hazard rate (Mixpanel / Amplitude)

Agent budget metering prepaid credit wallet & velocity caps (Skyfire style)

Agentic zero-friction checkout voucher & passkey tokens (Bolt / Privy style)

Predictive customer churn & 12M CLV regression synthesizer (Pecan / Julius)

GenPark AI Agent Skill - Practical capability for commerce and influencer workflows.

Prompt injection & jailbreak firewall sentinel (Llama Guard / Lakera)

Deep research evidence synthesis graph & citation verification (MindSearch)

RAG retrieval faithfulness & hallucination score auditor (Ragas / TruLens)

Universal agentic cart checkout broker & UCP gateway (Shopify Agentic)

Agentic cart bundle affinity recommender & AOV optimization (Rebuy style)

Complex document OCR layout & tabular structure extractor (Unstructured.io)

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.

Build a secure, production-ready MCP server for any project — connect Claude, ChatGPT & any AI agent to your backend with a URL + API key. Streamable HTTP + stdio + OAuth 2.0 (PKCE).

MCP server exposing TypeSafe Jev as typed, calibrated judgment tools: classify, score, check, batched ask. Ships as a Claude Code plugin.

Open-source, LLM-agnostic capability runtime for AI agents — 97 skills as typed, permission-enforced MCP tools. Final certification: 23/23 gates PASS.

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.

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

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

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

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.

Official GitHub MCP Server — connect AI agents to GitHub API

MCP server exposing the sources, public API and KDoc of Maven-published Kotlin/Java libraries

Seedance 2.5 Preview MCP server powered by MuAPI.

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.

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

A local browser your coding agent can actually finish a job in — file uploads, cross-origin iframes, native dialogs, and downloads, all via CLI/MCP.

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.

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.

An MCP tool. Connect your assistant to /mcp and every tool call goes through a broker — scoped per caller, under a credential they never hold, revocable, metered and audited.

Capture browser API traffic via CDP and turn any site into a ready-to-run FastMCP server, with no official API required.

Every tool your AI needs, in one install: a self-hosted MCP server with memory, reasoning, git, Docker, network and release tools.

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

A small, self-hosted MCP server that gives Claude read/write access to your Google Sheets

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.

Natural language testing for Model Context Protocol servers. Deterministic, open source, funded by LoopIQ.

Ask your AI assistant real questions about your data and get answers you can rely on — an MCP server with 45 analysis tools that pick the right statistical method themselves and tell you how much to t

MCP server for Semantic Scholar API with 14 tools: paper search (relevance + bulk), authors, citations, recommendations & datasets. Supports stdio and streamable-http/Docker.

Safely expose legacy SOAP/WSDL systems to AI agents as typed, schema-validated, audit-logged MCP servers

MCP server for the GoModel admin API — grouped tools with gradual discovery, live docs from GitHub, TTL read cache, opt-in HTTP host mode. Runs on Bun; distroless Docker; auto-releases via CI through

Give an AI agent full remote control of a Windows PC - with zero console windows flashing on screen. 让 AI 完全操控你的 Windows 电脑，屏幕上不闪任何黑窗口。

Group MCP tools by purpose, not by server — one switch per pack. Reference implementation + the seven design notes that only show up after you ship it.