e2e
100Open live web and mobile app sessions from an e2e project to inspect the app and try locators.
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Other AI coding add-ons
An independent directory of MCP servers, with the public metadata needed to compare them. Listings are active entries from the official MCP registry. Rules files and client-only plugins are not included.
- 160 listings
- 154 with a recognized license
- 160 with a commit date
- 158 with an install command
- Refreshed 23 Oct 2026
The number on each card is the metadata score. Client fit is inferred from transport. If a source does not return a value, the field is null. Listings do not estimate or fill missing numbers. Showing 160 add-ons.
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Other Memanto
100MCP server for Memanto - persistent semantic memory for any MCP-compatible agent
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Memory Let any LLM watch a video locally — and search everything it has ever watched.
TerraVision
100Draw cloud architecture diagrams with official AWS, Azure and GCP icons from a prompt or Terraform.
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DevOps Interact with Microsoft 365 and Office services through the Microsoft Graph API.
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Other projectmem
100Coding agent memory — one local MCP server for every project. Warns before repeating failed fixes.
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Memory Docling MCP
100Convert PDFs and other documents to structured formats via Docling, for AI applications.
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Other StyleKit
100MCP server for StyleKit styles, tokens, recipes, lint and repair over stdio or HTTP.
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Other Stock Screener
100Daily stock screens, RS ratings, market breadth and group rankings for 12 markets. No API keys.
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Other mikrotik-mcp
100MCP server for MikroTik routers: firewall, NAT, routing, DHCP, DNS, WireGuard and more via SSH.
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Other akshare-one-mcp
100MCP server that provides access to Chinese stock market data using akshare-one
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Other ARC-1
85MCP server for SAP ABAP systems
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Other whoop
100MCP server for WHOOP health data — recovery, sleep, workouts, cycles, and trends.
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Other code-index
100Rust code index MCP server, native 1C:Enterprise (BSL) support. 37 tools, AST for 14 languages.
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Other Kokon
100Generate and edit images offline with Qwen-Image 2.1 on your GPU. Needs the Kokon desktop app.
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Other docling.rs
100Documents to Markdown for agents: PDF layout, tables and OCR, Office, HTML, scans. docling in Rust.
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Docs Managed LinkedIn MCP server for AI agents: search, connect, message and enrich on accounts you own.
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Search Manage Apache Kafka on Kubernetes via Strimzi. Clusters, topics, users, connectors, MM2.
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DevOps robrain
100Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach.
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Memory Academic paper search across 11 sources with AI curation, ranked push, Zotero and Obsidian support.
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Search theabbie
100Live info about theabbie (Abhishek Chaudhary) from theabbie.github.io/about.json
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Source control MCP server for automated web accessibility scanning with Playwright and Axe-core.
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Browser MCP server for AI-driven console application automation and monitoring
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Other WASM sandbox for MCP tools. WASI-isolated, fuel/memory/I/O capped, attested.
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Memory Penthera
100Offline, rule-based security checks for your repo, dependencies, AI agent config and local app.
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Security SmartBear MCP
100MCP server for AI access to SmartBear tools, including BugSnag, Reflect, Swagger, PactFlow, QTM4J.
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Other Analyze test coverage from LCOV files - makes AI agents coverage-aware without wasting tokens
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Other kage
100Verified memory for coding agents: claims cited against code, stale withheld, savings receipts.
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Memory Queryable UniFi API docs: endpoint search, schemas, code examples. No controller access.
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Search e-arveldaja-mcp
100Estonian e-arveldaja (RIK e-Financials) accounting — invoices, bank import, reports.
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Other Bilibili MCP tool for video metadata, transcripts, subtitles, and comment summarization
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Media remem
100Local-first automatic memory for Claude Code and Codex: capture, distill, recall from SQLite.
DiffSense
100MR/PR risk audit MCP server: semantic diff + rule engine, strict read-only. Run as image or pip.
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Other MCP FreeScout
100FreeScout ticket management with AI-powered analysis, search filters, and structured outputs.
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Search Read-only MCP server for searching and reading Apple Messages history on macOS.
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Other Pitroom
100Hands bounded coding work to cheaper worker agents: verified answers, exact diffs, cost receipts.
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Other DataSinking
100Full-text financial reports (US, China, Japan, Korea, Taiwan, UK) as clean Markdown for RAG agents.
sap-adt-mcp
100Give Claude live access to SAP ABAP via ADT: read, search, check, test, and edit objects.
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Search calibre-mcp
100Calibre ebook library server: search, read content, curate metadata, semantic search, gated writes.
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Search ictfax-mcp
100List and track faxes on ICTFax, and send faxes when writes are enabled, over ICTCore REST.
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Other qikly
100Generates tests from acceptance criteria, then converges code with an agent that never sees them.
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Other linksee-memory
100Hand a project over with the reasons attached. Local-first cross-agent memory MCP + drift detection.
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Memory aegis
100Credential isolation for AI agents. Inject secrets at the network boundary.
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Security mcp
100Scrape any website, extract structured data, and collect web content at scale with AI agents
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Other MCP server for Cisco Packet Tracer 9 — live IOS, OSPF, BGP, NAT, VLAN, VoIP, QoS, IPv6, wireless.
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Other BioMCP-TS
100Biomedical MCP server: genes, variants, trials, literature, patents, optional SQL/R/biowasm tools.
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Other Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required.
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Search agentspore
100Connect an AI agent to AgentSpore: receive tasks, report progress, and message other agents.
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Other kibi-mcp
100Kibi requirements, traceability, and proof MCP. Install as a project dev dependency.
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Other RCSB PDB
100MCP server to search, inspect, and cross-reference RCSB Protein Data Bank structures
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Search Search and query HackTricks pentesting documentation with quick lookup and section extraction
Decompose
55Decompose text into classified semantic units. Authority, risk, attention. No LLM.
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Other quanttogo-mcp
100Macro-factor quantitative signal source for US and China stock markets via MCP.
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Other janusmcp
100Multi-account tool broker for AI agents — CLI and MCP.
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Other OptiVibe
100Lens design automation for Zemax OpticStudio through the typed ZOS-API
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Other HasData Airbnb
100Airbnb stays by location and dates, and full listing details, as structured JSON.
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Other mcp-threatintel
100Unified threat intel - OTX, AbuseIPDB, GreyNoise, abuse.ch, Feodo Tracker
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Other Search MXIK (IKPU) product codes of Uzbekistan on tasnif.soliq.uz. Unofficial.
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Search jobverify
85Detect fake-recruiter and job-offer scams using free OSINT. No API keys.
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Other Wraps Claude Code CLI as MCP tools: query, search, structured, ping, listSessions.
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Search .FAF Context
100.FAF Context — persistent project context for Cursor, VS Code and every MCP-compatible IDE.
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Other Hardware probe for performance diagnostics, thermal monitoring, and LLM optimization.
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Other aurora
100Glass-box statistical analysis for agents: 19 methods, cited findings, measured error rates.
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Other Universal coordination protocol for AI agents. Discovery, matching, and negotiation.
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Other pipepost
85MCP server to publish to Substack, Ghost, Dev.to, WordPress, LinkedIn + 5 more from Claude Code.
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Other metricui
85React dashboard components — API lookup, code generation, and prop validation for AI tools.
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Other Keyless prediction-market data across 12 venues plus paper-trading of crypto spot, futures, and PM.
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Other code-graph
100Local dependency graph: callers, entry points and file:line evidence for what a change affects.
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Other MCP Modal Server
100MCP server for managing Modal apps, containers, volumes, and secrets.
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Security GripForge
100Turn prompts into production-ready game assets: animated characters, textures, terrain, VFX, HUD.
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Other qURL
100Mint, resolve, audit, and rotate scope-limited expiring access links (qURLs) for AI agents.
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Other avenir-mcp
100Unofficial MCP server for YNAB: read-only by default, every change previewed and undoable.
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Other codeloupe-mcp
100Local-first MCP server for code search, repository intelligence, comparison, and safe file edits.
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Search Buyer-side trust oracle + capped sessions for x402 agents: verified_route, receipts, 17 free tools.
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Other Vulcanus
100A validated Markdown memory vault your coding agent can recall, project by project.
WTFM
100Your coding agent writes the user docs from your codebase, screenshots included.
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Other mail-index
100Local-first, read-only MCP server for recall over your Gmail: search, contacts, threads, digests.
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Search MCP server for Android automation with UI interaction, screenshots, and device control
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Other Sugra API
100Gateway between LLM agents and world data through eight tools and a bundled endpoint catalog.
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Other savvly
100Savvly MCP: query fund data, model projections, and compare against alternative retirement products.
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Other Dayanak
100Citation-safe Turkish legal research: court decisions and legislation from official sources.
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Other Parallel video rendering tools: detect GPU encoders, render, color grade, merge audio, concat.
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Media agentwallet
100Wallet infrastructure for Ai agents. EVM + Solana. x402 payments. No KYC.
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Other jira-easy-mcp
100Self-hosted Jira Server/Data Center 7-10 for AI agents with username + password. 42 tools.
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Other Lemon Squeezy SDK as MCP server. Give your AI assistant access to payment and subscription data.
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Other korail-mcp
100한국철도공사(KORAIL) 공공데이터 MCP 서버 — 98개 도구, API 키 신청 불필요. 역·열차·화물·통계 데이터 자연어 조회.
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Other Diagrams MCP
100Generate cloud architecture diagrams, flowcharts, and sequence diagrams.
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Other MCP FactorialHR
100Full CRUD MCP server for FactorialHR: employees, teams, time off, projects, ATS, payroll.
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Other prism
100Complete web tasks in the user's own Chrome via an observe-decide-act browser agent.
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Browser th-memory-mcp
100Local long-term memory MCP server (SQLite) for AI coding agents — OpenCode, Claude Code, Cursor
agent-foundry
100Skill orchestrator: plan, execute, verify skills over MCP stdio.
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Other MCP server for local speech translation (EN ↔ 中文) via Whisper + Claude + Piper
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Other Offline MCP server for local Qt 4.8, Qt 5, and Qt 6 documentation with full-text search.
Cloud replacement for mcp-server-filesystem — 20 tools for S3, Azure Blob, and GCS
Read-only library of 24 defensive cybersecurity skills: ATT&CK, ATLAS, DFIR, CTEM and more.
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Security tapp
100Test iOS, Android, and web apps with agent exploration, replayable flows, and CI gates.
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Other ResiliReplay
100Run bounded, deterministic MCP reliability tests and generate executable regressions.
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Other Evaluate, simplify, and differentiate mathematical expressions.
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Other flagrix
100Scan GitHub repos and profiles for malware before cloning — commit-pinned risk verdicts for agents
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Source control Squish
100Give AI random access to video: timestamped contact sheets + zoom into any start/end range.
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Media health4ai
100Query your Apple Health data from your own Supabase/Postgres via local MCP.
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Database Audit any public URL for SEO. Add Google Search Console and Bing data through MCP.
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Search GA4 MCP that reads AND writes: reports, funnels, audits, and server-side events. 26 tools.
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Other chronicle-mcp
100Local MCP server to sync, clean, and index AI chat logs locally. Saves up to 40% context tokens.
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Other An MCP server that provides tools to author OSCAL security compliance documentation
Add papers and books to Zotero by DOI, arXiv ID, or ISBN and manage your library
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Other veddata
100MCP server for AI agents: discover a web page's data sources and drive the page to reach them.
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Other rewelo
100Prioritise a backlog with the relative weight method: score, rank, simulate and plan tickets
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Other MCP server for Safari DevTools — browser debugging and automation for AI coding agents
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Browser Dated log of SaaS, AI and crypto price changes: recent moves, history, biggest increases.
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Other qorami
85Check an email before an AI agent sends it: send / ask a human / block. Detects prompt injection.
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Communication ohm-mcp
85AST-based Python refactoring MCP server with safe automated refactorings and rollback
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Other sentinal-mcp
85Redis health, BullMQ queue monitoring, memory analysis, and slow query diagnostics
anairyspirit
70An AI agent's own long-term memory, on your machine. Needs a one-time: npx anairyspirit setup
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Memory Raziel
70MCP server teaching AI agents to implement TideCloak: auth, E2EE, IGA, security analysis
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Security mcp-server
100AI agents read & send email, manage mailboxes, domains and webhooks via the QMailing API.
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Communication Send email through your own Amazon SES account, and check domains, suppressions and sandbox status.
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Communication aethis-mcp
100Deterministic eligibility decisions and test-driven rule authoring via the Aethis developer API.
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Other computer-mcp
100macOS computer use with the guardrails on: passwords blacked out, writes need consent, all logged.
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Other SupaForge
100Find and fix drift between Supabase environments: schema, RLS, roles, auth, storage and more.
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Other Conduit live-debug core (30 frozen tools) + Rea static RE domains over MCP stdio/HTTP.
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Other Qdrant MCP
100Exposes the full Qdrant vector database API as 56 MCP tools, not just store/find.
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Database git-for-me
100Which parts of what you want to build open source already covers. Every repo checked live.
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Other cadlens-mcp
100Model Context Protocol server that wraps the CADLens REST API.
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Other Offline methodology engine for authorized penetration testing, CTF, and security research.
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Security Groundhog
100Search, read and research the web, with hidden text stripped by default and sources hashed
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Search japan-seasons
100Live Japan seasonal travel MCP: sakura, autumn leaves, flowers, festivals, fruit farms, weather.
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Other mcpolyglot
100Policy-checked, audited agent access to Postgres, MySQL, SQLite, MongoDB and OpenAPI REST APIs.
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Database MIMRY
100Finds the files a coding task touches, so your AI agent reads less. Local CLI and MCP server.
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Other ShipPage
100Publish HTML or Markdown to a public URL in one call. Zero config, auto-registers on first use.
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Docs VPS Ops
100Stdio MCP server that inspects and (with confirmation) mutates one VPS over SSH.
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Other Log10x MCP
100Rank log patterns by volume and cost, then compact, tier down or offload the excess over each cap
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Other sk-eli-mcp
100MCP server for Slovak legislation (Slov-lex) with ELI and verifiable citations.
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Other 404.directory
100Risk preflight for AI Agent tool actions and Polymarket settlement and execution checks.
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Other Harbor Registry MCP — projects, repos, artifacts, storage reports, cleanup (with dry-run).
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Other Default trust layer for agentic payments: authorize agent spend, evidence, receipts, settlement.
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Other Revenue Enablement: 12 deal and sales enablement tools by Helix GTM Consulting
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Other Look up Polish businesses in the GUS REGON register (BIR1) by NIP, REGON, or KRS.
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Other Vouchwell
100Read, verify and export a tamper-evident log of what an AI agent did. Read-only.
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Other Nigerian macro indicators (GDP, inflation, population, FDI). World Bank API. A Wycord product.
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Other promptlike-mcp
100Your PromptLikeEngineer prompt library as MCP tools, slash prompts and resources. Add-only saves.
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Other Unphurl
85URL intelligence for AI agents and developers. 16 tools, 25 signal weights, 20 free checks.
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Other Operational layer for running accounts: calendars, cadence, captions, hashtags, reporting.
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Other Vietnam stock MCP: TA signals, Z/F/M scores, foreign flow, whale detection. 2000+ VN stocks.
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Other Brazilian tools for agents: Pix, CEP, CNPJ, BCB rates + web capture and PDF. Pay per call.
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Other Transcribe and understand local audio/video with CrispASR and local models only.
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Media ailist-mcp
85MCP server for AiList — search and discover Ai projects from Claude Code
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Search tickerr
85Live status, API pricing and rate limits for ChatGPT, Claude, Gemini, Cursor and 42+ AI tools.
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Other Polymarket prediction-market intelligence + AI, GitHub & narrative feeds for agents, via x402.
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Source control MCP Doctor
85Check and improve the contract quality of any MCP server — for humans, agents, and platforms.
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Other Offline Protocol
100Find Offline Protocol SDK packages, read integration guides, plan and scaffold local apps.
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Other git-into-gsoc
100Evidence-based GSoC preparation: organizations, repositories, free beginner issues, proposals.
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Source control Citation generator MCP server for APA, MLA and Chicago citations from a DOI or ISBN. No account.
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Other Mercadopleis
100AI agents hire people for work they can't finish alone, paid via stablecoin escrow on Base.
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Other Groundmail
100Send transactional email and manage domains, templates, webhooks and suppressions with Groundmail.
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Communication Imperal MCP
100Build, validate, smoke-test & deploy Imperal declarative IR apps from any LLM or agent.
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Other email-tool
100IMAP/SMTP email for AI assistants: read, search, draft and send, with CMMC-grade safeguards.
21 web-data tools for AI agents: jobs, news, research, field trends, reviews, Reddit leads.
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Other AI Data Components for Power BI, Excel, Fabric Apps and web: bivariate maps, what-if projections.
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Data usage-planner
100Plan OpenAI Codex usage from local quota, banked resets and extra-reset forecasts.
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Other No add-ons match these filters.