Python MCP Servers

An OKF-backed Model Context Protocol (MCP) server delivering persistent long-term memory and SQLite FTS5 search for AI agents.

Assistant vocal local en francais : Claude ou Ollama (offline), domotique Hue, OBS, agenda, navigateur, appels Twilio, serveur MCP. Python.

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

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 server for Substack posts (FastMCP + substack-api-client)

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

Fast, local speech-to-text MCP server

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

CLI tool for exploring an MCP server

An MCP server that lets AI agents operate a multi-cluster Kubernetes fleet through an Open Cluster Management hub, with policy, approval, and audit between the model and your clusters.

Девять российских маркетплейсов и китайский Taobao как MCP-серверы: Wildberries, Ozon, Яндекс Маркет, Детский мир, Авито, Мегамаркет, Lamoda, DNS, Ситилинк. Плюс сравнение цен по всем сразу. Только чт

MCP server for Lighter — a Model Context Protocol server that lets Claude, Cursor and Cline query Lighter (lighter.xyz) volume, points, rank and airdrop eligibility in natural language. Read-only — pu

A curated, tracked list of Model Context Protocol (MCP) servers for geospatial, GIS, mapping, and earth-observation work — geocoding, routing, PostGIS, STAC/imagery, QGIS/ArcGIS, weather, and the comm

Give text-only LLMs eyes and ears through a privacy-safe local MCP server.

A curated, tracked list of Model Context Protocol (MCP) servers for geospatial, GIS, mapping, and earth-observation work — geocoding, routing, PostGIS, STAC/imagery, QGIS/ArcGIS, weather, and the comm

MCP server for Aster DEX — a Model Context Protocol server that gives Claude, Cursor and Cline structured access to Aster DEX market data, volume, points and airdrop eligibility via natural language.

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

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

Source-aware China inbound travel data, CLI, HTTP API, and MCP server

Turn PDF and EPUB books into cached AI analysis, Obsidian notes, and installable Codex/Claude Agent Skills through an open MCP server.

将工业设备变成 AI 可控工具的 MCP 服务器。支持 Modbus、OPC UA、MQTT 三种协议，内置设备仿真引擎、物理模型和完整的调试工具链。让 Claude 用自然语言监控传感器、启停电机、执行工厂巡检。

Call the FoxData App Store Data API for iOS & Google Play app data — downloads, revenue, rankings, keywords, ASA ads, competitors across 200+ countries. Content hub with code examples and tutorials.

Know why your model won't print. Fix it. Prove it. — mesh analysis, repair and smart retopology for 3D printing, by Geekatplay Studio

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

engawa (縁側/檐廊): a porch for your agent — tonight's moon, a painting a day, a poem, a curated feed shelf. 12 tools, all free & loginless. MCP server.

Anti-hallucination gate for AI coding agents — 8 MCP tools catch invented APIs (17 languages), fake "all tests pass" claims, and slopsquatting packages before they ship. Zero-dependency Agent Plugins

Maybe the headless Ghidra MCP you are looking for.

A Centralized MCP Server for Fetching Data from Many Countries' Govs

Multi-session IDALib MCP router for coding agents. Analyze multiple binaries in parallel with IDA-compatible reverse engineering tools.

Jetson Nano edge AI vision Agent Harness: real-time video analytics, MCP tools, event evidence, DeepSeek online/offline, secure recovery

🦆🧠 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, .

Terminal discovery hub and package manager for AI coding tools, MCP servers, and agent skills. Built with Python & Textual

Let any AI agent run DaVinci Resolve — MCP server with live Studio control, free-edition FCPXML/LUT workflows, reference color matching, beat-aware music cuts, dialogue tightening, broadcast-loudness

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

A high-performance MCP server empowering AI Agents with PubMed, ClinicalTrials, ChEMBL, AlphaFold, and Ensembl capabilities. 🧬

OrcaSlicer MCP — drive OrcaSlicer from Claude or any MCP client: load models, tune settings, slice, analyze

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

🦞 Headless real-time Python voice assistant powered by ElevenLabs, Gemini, Mem0, MCP tools, and local wake-word detection.

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

Multi-agent workflow orchestrator with MCP tool servers: planner/executor agents, tool-use loop, MCP client/server, tracing and durable runs.

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

Access tools from MCP servers as LLM tools

CONTINUUM: Verifiable semantic recovery for long-running AI agents. Semantic checkpoints (not conversation dumps), an idempotent action ledger that refuses duplicate side effects, and a hash-chained t

MCP server that lets Claude run Google Earth Engine

AI-native, open-source game-dev toolkit: official Godot 4.7.1 + a checksum-locked WebGPU browser backend that renders 3D in-browser (verified on real GPU hardware), with MCP servers and agent workflow

AI-native HL7 v2 toolkit with generation, validation, HL7→FHIR conversion, MCP & Claude Code integration. Bringing healthcare interoperability into the AI-native developer ecosystem

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.

AI smart home assistant for Home Assistant: LangGraph agent + MCP tools + RAG knowledge graph + vision perception

Argus — Local-first OSINT framework. 13 modules, 100% open source, zero API keys. AI chaining via Ollama. MCP server for Hermes/Claude Code/Cursor.

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.

MCP server: 让你的Ai用电脑发出声音(ElevenLabs TTS, volume set/restore). macOS / Windows / Linux.

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.

Nutanix Prism Central meets AI - an open-source MCP server exposing 1,000+ V4 API operations to AI assistants through natural language. Schemas resolved from your cluster's running PC version, not a g

KAIJU — the standalone, AI-powered MCP server for Linux pentesting. Recon, scanning, web attacks, exploit checks, a built-in payload library, and an AI brain — all wrapped in a beautiful terminal UI w

Локальное обезличивание документов перед отправкой в LLM и обратная подстановка после ответа. Скилл, MCP-сервер и CLI.

SABBA - Security Templates CLI & MCP Server for coding agents that prove every finding by running it

Share an Instagram reel to Claude and have it watch, research, and build what it shows. Self-hosted MCP connector (yt-dlp + ffmpeg + Groq Whisper).

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.

The Brain of Theseus — a plain-text roguelike written to be played by an AI, over MCP (stdio). Reincarnation, memory, and irreversible cyberization. Zero dependencies, Python 3. 给 AI 玩的中文纯文本 roguelike

Universal Agent Plugin for safe BLE diagnostics and automation, with Agent Plugins 1.0.0 metadata, a portable Skill, deterministic CLI, local MCP, and evidence capture/diff/replay.

MCP server exposing Futu OpenD read-only investment-research quote APIs

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

Self-hosted semantic memory for AI Agents. Persistent sessions, experience scoring, and a graveyard for dead ends, backed by knowledge acquired from the RSS you read and stored in a Valkey vector sear

Model Context Protocol (MCP) server tool JSON schema validator

Free AI-powered Amazon product research & marketplace intelligence for 6 platforms. Hidden Profit Index — Sorftime's proprietary algorithm for finding overlooked high-margin products. 80+ MCP tools. A

Streamable HTTP MCP server for Elasticsearch logs, SkyWalking logs and traces, and Prometheus/VictoriaMetrics metrics.

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

The personal context layer for everything you learn. Drop in any files and stoa builds a maintained, cited wiki + knowledge graph — private by design, yours to share with people and agents you trust.

蒸留蔵 — distilled long-term memory for agents: recall by meaning, writing gated by evidence, one kura per agent mode. Ships as a DeepSeek Harness plugin and an MCP server.

Restaurant-booking agent demo: FastAPI + Claude tool-use loop + real MCP server + eval-driven-dev harness

Privacy-safe, read-only Douban MCP server for local clients.

Expose ZCode as an agent to any MCP client (zcode / zcode-reply tools, mirrors codex mcp-server)

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

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

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

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

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

Vibe coding IDE extension helper providing real-time code completion

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

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

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

Agentic dev environment orchestrator & PR review agent (Xirp 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)

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

Scaffold a lean, best-practice MCP server that passes the quality checks by construction, with tests, CI and docs built in.

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)

Creative intelligence MCP — score your prompt before you spend the credit

MCP server: wrap app screenshots in an iPhone 16 Pro frame with marketing text for App Store previews

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.

Nino Agent 是一个 API-first、多语言可演进的 Agent Harness 项目。当前可执行版本使用 Python 3.12，提供通用 Orchestrator、受控 Specialist ReAct Worker、共享 Agent/Skill 契约、多 MCP ToolProvider、SQLite 多轮会话和 Loop Engineering。独立的 .NET MCP Ser

Organize and track job applications and tailor LaTeX resumes from the CLI or an MCP client.

Email MCP server for AI agents - full mailbox access for Claude, Codex, Cursor or any MCP client: search, read, send, attachments, folders across Gmail, Outlook, iCloud, QQ, 163 and any IMAP/SMTP host

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

Measure and grade (A to F) the context-token cost of an MCP server's tool surface, with CI gates to stop it bloating.

dMoERA Creator Studio MCP Server: build, backtest, and deploy crypto trading strategies via AI agents

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.

Keyless MCP access to official Luxembourg public data — 21 tools over 15 public systems, zero dependencies

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

Community MCP server for ruyiPage browser automation, network inspection, fingerprint analysis, and WebDriver BiDi trace workflows.

MCPhantom is a local web dashboard for MCP endpoint recon. Discover resources, templates, tools, and prompts, then interact with them from a security console.

安卓逆向工具gda-mcp-server 减少jadxmcp那样的内存压力

通用逆向分析 KernelSU 模块：手机侧只做原子能力，智能全在 PC 侧（Claude Code + MCP）。仅限授权安全研究与教育用途。

基于 FastMCP 构建，运行时动态连接任意 MySQL 实例，让智能体可跨实例查询与诊断

Adds a /-/mcp MCP server to any Datasette instance

Vision-primitives MCP server for text-only LLMs: describe, locate (coordinates), OCR with bbox, annotate, crop, zoom, automated anomaly scanning, computer use — powered by Xiaomi MiMo V2.5. Single-fil

Draft-first MCP server for on-premises Microsoft Exchange via EWS and NTLM.

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.

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.

cachito诱桃「失控4.0」BLE协议逆向 + 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。

在 Windows 上用 Claude Code 讀本機 LINE 電腦版聊天記錄、產生每日摘要的 MCP server（wxSQLite3/aes128cbc 解密）

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.

AI-augmented Playwright + pytest framework for testing MCP servers and UI flows, with optional self-healing, visual triage, fuzzing, and flaky-test analysis.

MCP server that delivers research papers to your e-reader — Zotero as the source of truth. Search, discover, queue, and send to Kindle/Kobo from Claude.

API-first county assessor record lookup, MLS discrepancy checks, and a local MCP server for appraisers.

MCP server to ingest and search study materials using semantic search

MCP server connecting Claude to the HackerOne Hacker API — programs, scope, reports, hacktivity, payouts

🏆 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

AI code review agent MCP server. Reviews code like a kernel maintainer: blunt, technical, no sugarcoating. Detects bugs + OWASP Top 10 security vulnerabilities. 4 harshness levels. Anti-RLHF.

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

Authenticated remote MCP server for publishing WeChat Official Account articles from Agents

Unofficial MCP server for ordering Yandex Lavka groceries from an AI assistant (search, cart, checkout with confirmation)

Devnors Data - MCP Server: MCP,Model Context Protocol,Claude,Cursor,WorkBuddy,接口,数据API,裁判文书,Legal Case,法律法规,法条,Law Article,企业工商,Company Registry,企业年报,Annual Report,税号开票,Tax Invoice,失信核查,被执行人,关键词指数,微信指

Git LFS for your LLM context — 20x Context Savings — an MCP server that keeps big documents out of the model and returns byte-exact quotes for a fraction of the tokens.

Cross-platform WhatsApp Model Context Protocol server with multi-account support and optional local Whisper transcription

an MCP (Model Context Protocol) server that gives AI coding agents the ability to see.

Sync Canvas courses into a local Obsidian vault — transcribed lecture notes, a cross-lecture concept graph, homework and deadlines — then study it with Claude or Gemini over MCP.

🤖 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

A safety-first MCP server for Midea air conditioners. LAN-preferred, cloud fallback.

🔥 AI 求职雷达｜一句话同时搜 BOSS直聘 + 猎聘，找到匹配你简历的岗位。

Live Excel intelligence MCP server - queries OneDrive workbooks via Microsoft Graph with semantic routing. Structure is cached, cell data is always fetched live.

CADPilot is an MCP server that lets AI clients (Claude Code, OpenCode, ZCode) pilot FreeCAD — building constrained sketches, parametric features, and persistent-joint assemblies from natural language.

Authenticated, self-hosted WhatsApp MCP server that serves 96 tools for the token cost of 29, with a labeled eval for tool-retrieval accuracy. Go bridge + Python FastMCP.

Expose ZCode as an agent to any MCP client (zcode / zcode-reply tools, mirrors codex mcp-server)

Find and fix what the MCP 2026-07-28 spec revision breaks in your server. 21 rules, 5 autofixers, and a readiness board.

MCP server for unegui.mn — Mongolia's classifieds marketplace (EN/MN)

Use Codex from Claude Code, or Claude Code from Codex, through the subscriptions you already have. Multi-turn consultations between agent CLIs with no provider API key, a validated response envelope,

MCP server for Settle Up (Split expenses) API

Turbovec MCP Server: A local Retrieval-Augmented Generation (RAG) tool that allows AI to seamlessly read, chunk, remember, and semantically search through large project codebases.

Hosted MCP server for Querit web search and content retrieval

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

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

Agentic incident-analysis copilot: MCP tool servers, a cost-aware model router, an approval-gated write path, and a companion npm CLI for platform analysis, a live dashboard, and log chat.

A Claude Code plugin that exposes a local Osaurus server-side agent as a single MCP tool over stdio.

Point it at an OpenAPI schema. Get an MCP server.

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

MCP server for browser research on the anti-detect Camoufox browser: search, JS/SPA page reading, batch fetch, live sessions, cache

MCP server that delegates Claude Code agent work to local models (llama.cpp / vLLM) on your own hardware

Wrap rl training env to make it a mcp-server.

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

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

MCP memory server with dual-timeline conflict arbitration. Not just store & search — resolve contradictions.

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.

DPO/SafeDPO/OPAD training + eval for teaching tool-using LLMs to refuse falsely-benign MCP exploits

Local-first Grok MCP server & gateway. One shared Grok agent for Cursor, Claude Code, VS Code, Codex & Desktop. xAI API + CLI planes, Control Center.

An MCP time server that keeps your AI honest about time. Zero-dependency clock + drift guard for Claude Desktop, Claude Code, and claude.ai — local, remote, and hook flavors.

Agentic-first PDF review for LaTeX papers: live web viewer + comment queue + MCP server for Claude Code

Pulse — Hermes-style self-improving AI agent. Reliability-first rebuild with evaluated skill self-evolution, multi-agent team orchestration, dialectic user modeling, and fully self-hosted default stac

Zero-dependency agent memory + MCP server. Value-ranked recall, consolidation, and a first-class correction & erasure channel (revert, lineage-aware retraction, tamper-evident receipts). Measured inte

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

Persistent long-term memory for Claude — an MCP server with an associative memory bank, a canonical-fact cortex, sleep-like dream consolidation, and a web console. Not quite alive.

Self-hostable sandbox for agent code execution — SandboxManager, control-plane, 4 SDKs, MCP server, running inside real Kubernetes pod isolation

Local-first memory for the people in your life—an MCP server and CLI that gives AI agents durable identity, relationship, and communication context.

Claude Code plugin for the Hyper Solutions anti-bot API: integrate and debug request-based scrapers for Akamai, Incapsula, DataDome, and Kasada, with live request-capture (powhttp) and HAR-analysis MC

Auto-discover enterprise architecture artifacts (TOGAF AA series) from Java/Maven source code via MCP Server. Scan once, get Excel + PPTX in seconds.

Trilith v0.1 beta — context engineering for agents (budgeted memory, 3 tiers, audit trail). Core is Python; use via REST or adapters (LangGraph / OpenAI Agents / Claude / TS). Needs trilith serve loca

MCP server for Bobbeori, connecting ChatGPT, Codex, Claude, and external agents to fridge inventory, recipes, shopping, receipts, and calendar tools with OAuth and preview-first write actions.

Crude Code — MCP server & spec-driven inline renderer for oil & gas data analytics

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

Local AI assistant for the Axelera Voyager SDK and Metis AIPU — semantic RAG over the public Axelera sources + workflow skills, via MCP. No account, no cloud.

Generate original AI music tracks via Claude Desktop — MCP server powered by ACE-Step 1.5, with vocal/instrumental stem splitting and reference-style matching. No music software or AI/ML knowledge nee

A terminal coding agent in Python — streaming agentic loop, 13 built-in tools, MCP servers, subagents, context compaction, and a configurable approval layer for shell and file operations.

MCP servers and automation bridges for CATIA, SolidWorks, Siemens NX, and Autodesk Fusion

Seedance 2.5 Preview MCP server powered by MuAPI.

A live terminal dashboard for a SereneDB server: storage, memory, sessions, per-thread CPU and a perf-backed profile, cheap enough to leave open.

Turbovec MCP Server: A local Retrieval-Augmented Generation (RAG) tool that allows AI to seamlessly read, chunk, remember, and semantically search through large project codebases.

Local MCP server for Gmail, Google Calendar and Contacts — runs on your own OAuth credentials, keeps secrets in the OS credential manager

MCP Streamable HTTP server and OpenAI Agents SDK client for RagBrain authentication workflows.

DeepDepCat — all-in-one AI desktop workbench: Code assistant + Depwork office automation. Homepage & releases. WPS Office MCP server included (open source).

Security sidecar between an AI coding agent and everything it touches — MCP servers, LLM APIs, SSH, subprocess env. Release mirror; development is private.

MCP channel server for the Zalo Bot API. Talk to your Claude Code session from Zalo, with pairing, allowlists, and group gating.

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

Burp MCP Mobile Integration is a Flutter-based application that allows you to control a specialized fork of Burp MCP Server configurations and real-time request permissions from a mobile interface. Bo

Python SDK and MCP server for seo4agent.com — agent-readiness auditing

Grok Imagine Image 2.0 API and Grok Imagine Image 2 API Python SDK and MCP server for xAI image generation and editing through MuAPI.

MCP server for reading YouTube subtitles via the transcript panel endpoint

Local-first Codex plugin that indexes long videos with OCR/ASR and answers with timestamped, SHA-verified visual evidence.

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

An MCP server that drives a local ComfyUI - including the workflow you have open in the browser.

LTspice MCP server where the server owns the optimization state, not the LLM.

一个基于 FastMCP 实现的 SearXNG 搜索 MCP 服务

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

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable

Your Omarchy desktop as an MCP server. Your agent drives it — and you watch it happen.

mcp-fuzz is a stdlib-only Python robustness harness for AAIF that throws 17 malformed and adversarial JSON-RPC cases at an MCP server over stdio and grades it A to F on crash resistance, responsivenes

One platform to build, run, and operate every data workflow your team touches. Source-available, self-hosted.

Lightweight SQLite FTS5 dynamic memory layer & MCP server for Google Antigravity (AGY)

Academic-paper knowledge-base MCP server: PDF ingestion (MinerU), Qdrant vector search with reranking, two-phase KB management

SeleniumBase MCP Servers

MCP server that gates mainframe z/OS changes behind spec and plan approval

MCP server for searching and downloading Pinterest images and boards

Local-first MCP server for Huawei Health activity analysis

Word (.docx) MCP server with 189 tools: live editing, tables, citations, tracked changes, TOC, document assembly, charts, and more. Everything plus the kitchen sink.

MCP server for ACP(Pre) -lay-up read/edit, rule checks and export, headless via PyACP or live in the GUI.

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。

Model Context Protocol server for Fantasy Premier League - 33 tools for squad scouting, fixtures, FDR, live scores, and strategy

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

A股数据 MCP Server — 双源融合，零C依赖，14个工具

nalyze Codex system prompt token footprint for the current session. Use when the user asks to inspect prompt structure, loaded skills, MCP servers, built-in tools, Codex Apps connectors, model-visible

A queryable world model + ontology of Bending Spoons, built only from its public filings — a demonstrative exercise by Play New. Ships an MCP server that serves the model and its capabilities as tools

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

MCP server and CLI for reading public web pages through resilient public routes.

Z-Library + Anna's Archive MCP server for Codex/QoderWork — one-click install for macOS & Windows

this is an mcp server to access and automate the ai access for lms

Talk to your cloud — an open-source AI agent that reads your code, operates AWS & GCP, and opens PRs. Self-hostable.

MCP server giving Claude Code CLI direct control over Ansys engineering simulations — CFD, FEA, meshing, and post-processing via PyAnsys. 24 tools. Multi-language docs.

Backlot — local AI render engine: ComfyUI workflow registry, MCP server, web studio, Blender bridge, and QC suite. Engine half of the ai-director two-session pattern.

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

Self-hosted, local-first AI assistant server: swappable LLM providers, review-gated memory, an encrypted vault, and wake-word voice. No accounts, no telemetry.

MCP server para el CENDOJ 🇪🇸 — Acceso automatizado a resoluciones judiciales de España, filtros avanzados de jurisprudencia y lectura de sentencias mediante Model Context Protocol y API REST

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

Convert AI coding CLI sessions between Codex, Claude Code, Pi, OpenCode, Devin, and Factory. SDK, CLI, MCP chat recall, and trace export for fine-tuning.

Open-source AI Strength & Conditioning coach for your terminal. Runs in Claude Code / Gemini CLI / Codex — the LLM narrates, a deterministic engine calculates, and it won't lie about unrealistic goals

MCP server for the Thinkst Canary Console API -- manage Birds, Canarytokens, and incidents from any MCP-compatible client.

Connect any AI agent to your personal Telegram via the official Business API — no userbot, no ban risk, no Premium. Agent reads & searches full history, drafts replies; every reply waits for your ✅. M

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

🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Pluggable backends, hybrid search, Auto Dream consolidation, CLI + REST API + SDK.

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

Control the Severe Roblox external with an AI agent — run Luau, inspect the game, read memory, build ESP/aimbot/auto-farms, all from chat. MCP server + in-Severe Luau bridge.

Loomal-like billing gateway for MCP servers usage

A Model Context Protocol (MCP) server built with FastMCP to provide AI models with structured technical data about rootkit techniques and families.

Control Moodle from an AI assistant via MCP — read courses and build content (pages, books, quizzes) through a companion plugin + MCP server.

Self-hosted MCP server: your codebase as a knowledge graph, your secrets in an encrypted vault — both reachable by your AI assistant, and by nobody else.

An MCP server that gives Claude hands-on control of Docker — containers, images, compose stacks, and volumes.

An MCP server that gives Claude hands-on control of Docker — containers, images, compose stacks, and volumes.

The gole of this project is to build the MCP server around the open sourse learning management platform, also this will act as reference for the blog on MCP related blog on jayantkhd.vencel.app

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

Give every AI tool persistent memory. Free. Local. Self-improving. Zero cloud, zero API keys, 1 dependency.

A 3-stage safety guardrail agent for LLM coding assistants (Claude Desktop, Cursor, CodeX) via MCP protocol.

Typed, sandboxed Code Mode access to configured MCP servers for Pi

A verifiable engineering knowledge engine that turns technical documents, CAD models, and equipment data into structured knowledge for humans and AI agents.

Run insane-review (GPT Pro web review) from any harness — pipx CLI + MCP server over the pinned upstream engine (fivetaku/insane-review).

House of Wisdom MCP — multi-model consultation council. Diverse AI model families investigate independently and return their own perspectives; the orchestrator weighs them. Inspired by the medieval Ba

production AI platform kernel: LLM abstraction, workflow engine, RAG, MCP server, FastAPI, evaluation framework, closed-loop feedback

Local audio notes: record/import → local Whisper transcript → 3-layer LLM summary → cross-meeting knowledge graph. Self-hosted, no cloud. MCP server + shared graph viewer.

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

A quantitative macroeconomic engine implementing Ray Dalio's Changing World Order frameworks with Python, FastAPI, Streamlit, and MCP interfaces.

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

Dishka dependency injection for FastMCP tools, resources, and prompts with request scopes and deterministic finalization.

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

No-API-key Reddit growth toolkit — MCP server + CLI. Rank subreddits by growth & mod-removal safety, read each community's viral recipe, and score a draft before posting, all from the public archive.

Telegram bot for spaced repetition of professional terms + MCP server to save terms straight from LLM conversations

Code-enforced incident-response agent that investigates SigNoz alerts, publishes evidence-backed root-cause claims, and gates every action behind a safety policy. Built for Agents of SigNoz hackathon.

동행복권 로또 6/45 구매·잔액·당첨 확인 CLI + MCP 서버.

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 integrating NovelAI Image generation into AI agents.

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

一个功能丰富的mcp服务器

Drive Unreal Engine 5 from an AI agent — MCP server over the Remote Control API and in-editor Python. No C++ plugin to compile.

YTAI: Python YouTube SDK, CLI, FastAPI API, and MCP server for search, metadata, transcripts, comments, and downloads without user-supplied API keys.

A lightweight AI Study Assistant MCP server built with FastMCP, SQLite, and Google Gemini.

Turn one AI-generated image into a layered, rigged, living avatar. Open .aiko format, no moc3, no GPU server, about a dime per character. AI agents can mint characters over MCP.

OpenWebUI MCP server (FastMCP)

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

MCP server for the CDTM Community Portal — search CDTM students & alumni from Claude Code in natural language

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.

MCP server exposing labgrid hardware-in-the-loop device operations to LLM agents — 47 tools over coordinator gRPC + labgrid's client-side driver stack (power/console/io/flash/mux/SSH). Standalone, coo

Enterprise MCP server for Sigma Computing. Provision dashboards, build models, and automate cloud analytics. (Not official/affiliated with Sigma Computing, Inc.)

Unofficial local MCP servers for Genspark image and video generation

MCP server for searching your local OpenCode conversation history

道旅RollingGo官方酒店MCP，14年旅游科技数据栈，200万酒店实时库存直连，11万直签，渠道专属价，兼容40+主流大模型代理。企业和个人开发者均可免费申请，无调用上限。可按地点、日期、星级、人数、标签等条件搜索酒店，返回候选酒店及展示价。可查询指定酒店的实时房型列表、价格计划和取消政策。

Self-hosted MCP gateway for lightweight outbound agents across computers, servers, CI, and edge devices.

MCP server for reading and writing Confluence Cloud from Claude Code. Search, map space hierarchies, publish Markdown as pages, with a built-in house style so agents document consistently.

MCP server exposing a markdown vault as an agent memory substrate — vault is truth, DuckDB index is disposable, writes are constrained verbs

Bridge between SIP server and OpenAI Realtime voice agent, controlled by Hermes via MCP

MCP server for Lufa Farms grocery shopping — browse the marketplace, manage your basket, and check orders through natural language

An MCP (Model Context Protocol) server for Plane, the open-source project management tool — plus a setup wizard that binds a project folder to a Plane project in one command.

MCP server for market data, SEC filings, macro and risk tooling across Webull, Saxo and IBKR — with order execution behind a human approval step the assistant cannot reach. 41 tools, filtered to what

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

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.

MCP server for read-only database intelligence: schema exploration, natural-language queries, EXPLAIN analysis, index suggestions. PostgreSQL / MySQL / SQLite. Zero LLM dependencies.. For remote mcp-

Quick and easy docker container that creates a MCP server that connects to the default influxdb 1.8 of the Powerwall Dashboard project

MCP server: gym attendance & trainer analytics from existing cameras

Easy connector between Gemini File Store(RAG) and ChatGPT/Codex

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 for Amazing Marvin with complete public-API coverage (34 tools) + live-verified API findings

A local MCP server that drives your Telegram user session over MTProto.

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.

Open reproduction of NVIDIA's AVO paper (arXiv:2603.24517): evolutionary search where an autonomous coding agent IS the variation operator — Vary(P)=Agent(P,K,f). Runs on the Claude Code or Codex sess

AGVM Core public MCP server and local memory runtime (AGPL-3.0)

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

Security-focused MCP server for coding agents, featuring approval-gated execution, hardened filesystem/Git tools, audit logs, and workspace isolation.

Memory management for AI assistants. Automatic memory extraction and semantic retrieval for OpenWebUI, powered by Qdrant. Two components: an inlet/outlet filter for hands-free memory lifecycle and an

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

为了服务于大众

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

Agent skill for building and debugging AI tools on Pickaxe.co via its MCP server and HTTP API. Works with Claude Code, Codex, and Cursor.

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

Unified x64dbg MCP Server - Merged from duty1g, bromoket, SetsunaYukiOvO, wasdubya, and dariushoule implementations (181+ tools)

Open Source foss42 MCP Server

Security-focused MCP server for coding agents, featuring approval-gated execution, hardened filesystem/Git tools, audit logs, and workspace isolation.

FastMCP server exposing Pigeon chat REST APIs as LLM tools, enabling AI agents (e.g., Claude Desktop) to authenticate, fetch contacts, and send messages.