TAG

#llm

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Tracehub Mcp (by mcpsmiths)

MCP server for querying OpenTelemetry traces across multiple observability backends (Jaeger, Tempo, Traceloop, Datadog, and more) for LLM application debugging. Fork of traceloop/opentelemetry-mcp-server.

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AI Prompts (by kylehamilton)

Collection of AI Prompts

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Spec Gate (by PedramMadani)

A gate that refuses to let an AI agent start on an underspecified request, and a committed record of what was missing. Reference implementation of RSGA (IEEE RE 2026).

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Memwyre (by memwyreai)

Memwyre is an open-source, universal memory infrastructure and persistent knowledge retrieval layer for Large Language Models (LLMs), AI agents, and custom applications.

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Studio (by decocms)

Open-source control plane for your AI agents. Connect tools, hire agents, track every token and dollar

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N8n Belegeingang Datev (by heiner-io)

Eingangsrechnungen per KI auslesen und automatisch an DATEV senden: n8n-Workflow mit Testmodus, Doppel-Schutz und Quellensteuer nach § 50a

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Grammar Deep Anki Prompts (by seaseansean)

🌐 Generate deep grammar Anki prompts for learning complex languages, enhancing vocabulary with automated, contextualized flashcards.

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Obsidian Mcp Server (by Amri854)

🗂️ Boost your Obsidian experience with a powerful Model Context Protocol server for vault access, knowledge graph analysis, and seamless integrations.

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Promptbook Mcp (by shoaibraza123)

🤖 Store, search, and organize your AI prompts easily with RAG-powered semantic search in this plug-and-play server for developers.

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Carrick (by carrick-tools)

Type-aware, intent-aware cross-repo index of your TypeScript services, exposed to AI coding agents over MCP. Scans in CI, flags cross-repo API mismatches on PRs.

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PromptsForAITools (by ericm790)

Provide curated system and user prompts for over 34 AI tools to improve interaction and output quality across multiple categories.

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Npcpy (by NPC-Worldwide)

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.

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Precis Mcp (by retospect)

MCP server giving LLM agents a seven-verb API over papers, documents, code, state, patents, and cached web/Wolfram/YouTube tool calls

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Search.Elixpo (by pollinations)

OreoLook — an open-source, OpenAI-compatible agentic web search and deep-research engine with streaming, MCP tools, Redis memory, Qdrant retrieval, and PDF exports.

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Dev Portal (by chainstack)

Chainstack Developer Portal

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Mcp Reality Check (by vishalhabib99)

Checks whether an MCP server's successful tool responses actually reflect reality: no disguised refusals, no empty content, no output that ignores the schema it declared.

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Ctxdb (by kguttas)

A context database for LLMs: structured storage and hybrid retrieval (BM25 + vectors, RRF-fused, token-budgeted) over SQLite, exposed to Claude as an MCP server

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Ai Prompts Gallery (by itsgoharrehman)

Curated, production-tested AI prompt engineering gallery and system prompts for web applications, media generation, and code assistants.

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Job Fit Scorer Automation (by ahmedkhan42000)

n8n automation that scores job postings against my skills using the Groq LLM API, then logs results to Google Sheets

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Konnect (by mixelpixx)

AI-assisted PCB design for KiCAD 10. Native KiCAD plugin — a single Rust binary exposing 217 schematic, layout, routing, placement, design-review, and manufacturing tools to Claude, or the LLM of your choosing

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Geocontext (by ignfab)

Experimental MCP server providing access to the services and data of the french Geoplateform

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Al Buddy Memory (by flytomoon)

Portable, governed, model-agnostic memory for AI agents: facts invalidated never deleted, raw text as truth, one documented export format.

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Database Mcp Server (by entropy-collab)

Java-based MCP server for secure database query and management. Supports Oracle, MySQL, PostgreSQL with BYOK, CDC, lineage tracking, and SQL optimization.

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Prompt Optimizer (by linshenkx)

An AI prompt optimizer for writing better prompts and getting better AI results.

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Gather (by HarperZ9)

Research intake that reaches the hard places: web, video, papers, scanned PDFs, browser, OCR, and audio into structured research packets. DOM extraction and change tracking built in; provenance rides along on every item.

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Obsidian Llm Wiki (by Statutecontempt951)

Convert your Obsidian markdown vault into a six-persona MCP team for local LLM tools to provide cited, accurate insights.

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Hippocampus Mcp (by kennytoliver)

One local memory hub shared by all your AI agents. Zero dependencies, one SQLite file, 100% local.

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Knowl (by baldaworks)

Service-first LLM wiki knowledge service for MCP, HTTP, and Go/Fx embedding

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Mcp Webgate (by Lwandi624)

Deliver bounded web content to AI agents without raw HTML noise

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Vmlx (by jjang-ai)

vMLX - Use MLX models easily - JANGQ (GGUF for MLX) - Not dependant on mlx_vlm

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Biomcp (by genomoncology)

BioMCP: Biomedical Model Context Protocol

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Research Dossier Mcp (by BhawanjitSinghSaini)

MCP server for consultants: decompose research briefs, synthesize findings into cited dossiers, and export them for delivery. Supports Anthropic and Gemini.

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Socratic (by abenchannel)

🧠 Automate knowledge synthesis for vertical LLM agents, turning unstructured data into structured, domain-specific knowledge bases effortlessly.

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Togomcp (by dbcls)

MCP server for life-science knowledge graphs

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AliceMemory (by samrusani)

Open-source, local-first memory for AI agents. An MCP server that keeps facts, decisions and open loops in one SQLite file on your machine. MIT, public alpha.

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Promptboard (by file-bricks)

Offline-first Windows desktop prompt library for reusable LLM prompts, skills, workflows and Markdown export

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Memorycrystal (by memorycrystal)

Persistent memory for AI agents — OpenClaw plugin + MCP server

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Memos (by Markgatcha)

MemOS - Universal local-first persistent memory layer for AI agents and LLMs

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Pinwright Ue (by PinWright)

Unreal Editor MCP server for AI coding agents

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MetaSearchMCP (by gefsikatsinelou)

Open-source metasearch backend, MCP server, and AI search API for LLM agents. Python FastAPI search gateway with Google search via SerpBase and Serper, multi-engine search aggregation, structured JSON output, provider fallback, deduplication, and SearXNG alternative architecture

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Agent Safe Tools (by wangke-112)

Ask your AI coding agent, in natural language, to search production logs or inspect a database — safely. Two drop-in MCP servers (MySQL, SSH logs) keep safety red lines in code: read-only by default, dangerous SQL/shell blocked, production disabled, no stored credentials. A recom

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Loomcycle (by denn-gubsky)

The runtime substrate for agentic systems — one Go binary, six LLM providers, MCP-native, configurable as a managed sandbox or full agentic dev environment. Where agents live, talk, and learn.

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Mcp (by vpndetection-io)

Official MCP server for the VPNDetection API.

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Better Tropes (by fromfireside)

A catalogue of AI writing tells, each with a plain rewrite, shared by Fireside. Drop it into a system prompt to stop LLM output reading like LLM output.

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Opencode Subagent Mcp (by sebstaq)

Run Claude Code subagents on cheaper opencode models (DeepSeek, opencode Go) via an MCP server, with native subagent parity and no proxy in front of Claude Code

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Calllint (by calllint)

Pre-flight risk linting for MCP and agent tools — check the blast radius before your agent runs them.

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Gig Radar (by yesyesyanyan)

n8n workflow that finds small paid automation gigs on Reddit and the n8n forum, scores them with DeepSeek AI, and sends the best ones to Telegram.

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N8n Gmail Ai Labeler (by bugraskl)

Label Gmail with a decision model, not a chatbot: n8n workflow, one typed Jev decision per email, no broken JSON.

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Vram Mcp (by nodegrove)

Can I run it? An MCP server and TypeScript library that check whether an open LLM fits your GPU: VRAM, KV cache, speed ceilings and what fits instead, with nodegrove.io's math.

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0gmem (by edward0399)

Provide LLMs with structured, long-term conversational memory that captures entities, timelines, and causality for accurate recall over many sessions.

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Mcp Websearch (by guan-tends)

MCP web search server — DuckDuckGo Lite search via Model Context Protocol. Rust + rmcp.

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VibeMK (by chexma)

vibeMK - CheckMK monitoring via LLM - MCP Server

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PaperLab (by khannoussi-malek)

Local-first PDF reader for researchers: notes anchored to the page, AI answers that cite it. Runs offline with Ollama.

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Browser N8n Local (by henry0hai)

Custom n8n local with additional function like screenshot support

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Ai Automation Workflows (by scottmachor-creator)

n8n and Make workflows for AI agents, voice agents, lead qualification and customer feedback automation

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Omniseek (by Battam1111)

Your agent seeks what search can't find. A self-hosted perception MCP server that transcribes speech, reads behind logins, sees images and video frames, crosses languages, and remembers.

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Stepgate (by Chaarangan)

Agents can't skip steps: an MCP server that runs gated, API-only stepfiles on the client's own model.

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Modelwatch (by bch1212)

Continuous behavioral drift monitoring for LLM applications.

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Brainlayer (by EtanHey)

Persistent memory MCP for AI agents — SQLite, knowledge graph, 13-tool Python MCP + 17-tool BrainBar surface with ToolAnnotations

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Context Engineering (by bonigarcia)

Context Engineering: Build Consistent, Accurate, Predictable AI Systems

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ReDesign (by LunarWerxs)

Drop in a UI screenshot and RēDesign runs it past many AI models at once, then gives you a browsable wall of self-contained HTML redesigns to compare. Runs locally on Bun.

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Ai Roi Calculator Mcp (by OptimNow)

MCP server version of the AI ROI Calculator — evaluates ROI of AI/LLM implementations using a 3-layer cost framework via Model Context Protocol

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Modelright (by homezloco)

Live registry of AI model specs, context windows, and per-1M-token pricing — compare, task picks, public JSON API, MCP server. Built autonomously by a LiveGraph loop.

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YaprBot (by ezerevello)

Ramble into a Telegram voice note, get a tidy .md back. Self-hosted n8n workflow with Whisper + LLM and community-made modes.

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Mcp Trace (by abhishekash)

MCP server for agent self-observability: query your own OpenTelemetry traces — runs, span trees, slow spans, human-approval logs, token/cost

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Osaurus (by osaurus-ai)

Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source.

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Excel Mcp Server (by haris-musa)

A Model Context Protocol server for Excel file manipulation

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Touchstone (by lluvr)

A deterministic first-pass filter for unsupported claims in LLM output, computed without calling another LLM. Not a standalone hallucination detector. A spec plus reference implementation, shipped as touchstone-mcp.

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Nlqueries (by nlqueries)

Open source natural language to SQL (NL2SQL) engine with schema validation and an MCP server for Claude and Cursor

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Who2be (by luetzey)

Self-hosted hub for AI agent configuration: versioned personas, playbooks and knowledge with a mandatory review step, served to agents over MCP. Agent configuration you review — not behavior you hope for.

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Mcp Typescript Sdk (by ludovica20726)

A TypeScript SDK for implementing Model Context Protocol (MCP) over MQTT, supporting both browser and Node.js environments.

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Igsight Mcp (by vinihuge)

MCP server that lets AI agents read Instagram posts, reels, carousels, stories & profiles — transcripts, OCR, frames.

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Doc Scraper (by Sriram-PR)

Go web crawler to scrape documentation sites and convert content to clean Markdown for LLM ingestion (RAG, training data)

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Multi Agent Triage (by MuhammadAmeen05)

Measuring cost and reliability of a three-agent LLM ticket pipeline in n8n

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SqlToAi (by RalfHuesing)

A Model Context Protocol (MCP) server for SQL Server, enabling AI assistants to explore schemas, validate queries, and execute SQL securely.

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Kimi Code Usage (by Golden0Voyager)

Kimi (Moonshot AI) Coding Plan API usage quota tracker — CLI + MCP Server + VSCode Extension

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Crawler (by mark1russell7)

polite-crawler: a polite web crawler for research and AI agents. Fetch once, keep it, read it many times. robots.txt, one request per site, full-text search, MCP server.

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Whetstone (by Egoushka)

A prompt enhancer that learns from you: enhance and feedback over MCP

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Prompt Maker Studio (by chrysogonus)

Self-hosted prompt library and template editor with an MCP server for ChatGPT. Save prompts as sections with {{variables}}, version them, and bring your own LLM provider. FastAPI + Next.js, Apache-2.0.

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N8n Production Kit (by shinabaze)

Small tools for running n8n in production: LLM key and model failover, a webhook secret guard, a dry run that cannot write, and a workflow linter.

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Digline (by digline)

Regression testing for LLM applications in CI. Sample your reference and a score drop is read against how much that score moves on its own. A flip from pass to fail is always a regression. Python CLI, pytest plugin, MCP server.

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Mcp (by vaneui)

MCP server that gives AI coding agents the VaneUI docs and per-component prop tables. Works with Claude Code, Cursor and VS Code.

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Livetennisapi Mcp (by SungchanWatson82953)

MCP server for the Live Tennis API — give Claude, Cursor and other LLM agents real-time tennis scores, odds and model win-probability

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Ts Triage Pipeline (by aminkhalesian)

End-to-end Trust & Safety report triage pipeline in n8n: secured webhook intake, idempotent storage, Gemini classification with human review, SLA monitoring, error alerts and a daily health report.

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Context Engineering (by harutobruno761)

Context Engineering: Build Consistent, Accurate, Predictable AI Systems

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Mcp Zap Server (by dtkmn)

Give AI agents a safe, self-hosted ZAP operator for guided web security scans, findings, reports, and production guardrails.

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Protonmail Mcp Server (by mattias242)

MCP server for ProtonMail Bridge — lets Claude read, search and send email via local Bridge

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Nano Mcp Termux (by Lmeng486)

Zero-dependency MCP server for AI agents, natively running on Termux (Android), Raspberry Pi, and Linux. Single-file, Docker-ready, protocol-tested.

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Groundhog (by dmytrome)

Safe, self-hosted web grounding for AI agents and crawlers — stealth Chrome over MCP

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Tandiu Mcp (by tandiu-ai)

No-auth remote MCP server for AI infrastructure data: LLM prices, GPU prices, AI funding. Built for AI from day one.

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Loom (by sleepunit-agents)

System 3 MCP server — persistent identity, memory, and self-model for AI agents. Single-file sqlite-vec + fastembed; zero external services.

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Membase (by unibaseio)

Memory layer for AI agents — SDKs, CLI and MCP server for Membase

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Ai Testing (by codedragoncom)

A hands-on collection of AI coding prompts for building browser games, interactive simulations, and game plans for Godot and Unity. Made to test how far LLMs can go - from tiny canvas experiments to detailed, phased projects.

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N8n Ai Ticket Analysis (by ich74851-doom)

Sanitized n8n workflow template: pull Autotask PSA tickets, analyse them with Claude for recurring issues, root causes and vulnerabilities, and score a client risk index

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Mcp Statcan (by Aryan-Jhaveri)

MCP server + CLI for Statistics Canada (StatCan) — access 7,000+ Canadian statistical tables via WDS and SDMX REST APIs

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MemoryPilot (by Soflutionltd)

The most advanced AI memory server in the world. Hybrid search, Temporal Knowledge Graph, transformer embeddings, AAAK compression (3x token savings) — pure Rust, single binary, zero dependencies.

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QE Test Triage Workflow (by yogeshdeshmukh86)

AI-assisted test failure triage built with n8n, Jira, Slack, Airtable and OpenRouter.

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Ai Job Outreach Platform (by gautax)

Self-hosted, human-in-the-loop AI platform for job discovery, company qualification, contact research, outreach automation, reply monitoring, and follow-ups.

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TIA MCP (by Sparkz400)

TIA Portal V21 MCP engineering workflows, offline tooling, and qualification evidence

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Azair Eu Mcp (by yuriiter)

MCP server for azair.eu — cheap flight search across European low-cost airlines with flexible dates, multi-airport, and metro-area search.

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Broski (by prajwalghate)

Open-source AI companion for your projects, on Mac and iPhone. Talk or type: it remembers, thinks with you, and saves notes as plain files. Works with Claude, OpenAI, Gemini or local models.

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Portkey Admin Mcp (by CodesWhat)

Portkey Admin API control-plane MCP server with Prisma AIRS interoperability guidance

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N8n Supplier Docs Automation (by florinbaras)

n8n automation that turns supplier PDFs, Excel files and scans into ERP import files, with self-checks. 498/498 lines correct on a test set.

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Safe Agent Kit (by quillhog0)

Drop-in AGENTS.md role templates that keep AI coding agents away from live systems, secrets and made-up claims. Works with Cursor, Claude Code, Antigravity, Codex, VS Code.