ZBS Index What actually exists in applied AI, with the source next to it

MCP directory

Find an MCP server for your task

Search published servers, browse by task, or open a source-reviewed setup guide.

Explore by task

Reviewed starting points

Five source-reviewed setup guides. Editorial starting points, not a ranking or live test.

Remote · access unverified

Izifete

Find event providers by trade and city in France.

Source review
Remote · no auth claimed

Mind the Gates

Check a named UK level crossing and its closure forecast.

Source review
Remote · OAuth account

VideoZero

Create and revise a narrated video from an agent.

Source review
Remote · metered tools

Off-Nadir Delta

Explore events and satellite scenes before using metered imagery tools.

Source review
Local · installer changes config

Codebase Memory

Trace calls, classes and routes in a local codebase.

Source review

MCP servers

Each entry shows what its maintainer published and when the project was last touched. Where a repository has been deleted or archived, that is stated on the entry instead of being quietly left out.

Worked on in the last 90 days (41)

These repositories have recent commits. Activity is a freshness signal, not a test of task fit or quality.

  • io.github.darylmcd/roslyn-mcp — last commit 2026-09-30, v4.3.0
    Local-first MCP server for semantic C# analysis & refactoring via Roslyn & MSBuildWorkspace.
  • io.github.cvrt-jh/wordpress-mcp — last commit 2026-09-30, v1.0.0
    Lightweight WordPress MCP server - 42 tools, token-optimized (95% smaller responses)
  • io.github.dachhack/stathead-mcp — last commit 2026-09-30, v1.0.98
    Fantasy football analytics: stats, dynasty, projections, prospects, Sleeper leagues, Excel I/O
  • Bee — The Progressive Intelligence Engine — last commit 2026-09-30, v0.6.0
    Bee — The Progressive Intelligence Engine: tiered LLM, 4 tools, hosted API, free tier.
  • DealMachine — needs an account, last commit 2026-09-30, v0.3.0
    Search and enrich US property, owner, people, and company data for sales and lead generation.
  • io.github.claytono/go-unifi-mcp — last commit 2026-09-30, v0.3.1
    Manage UniFi sites, devices, clients, networks, port forwarding, DNS, and firewall
  • Coder — endpoint not answering, last commit 2026-09-30, v2.37.3
    Manage Coder workspaces, templates, and cloud development environments
  • Amazon DSP MCP Server — endpoint not answering, last commit 2026-09-30, v1.4.0
    Amazon DSP management — CRUD, async reports, targeting, and audience management
  • Campaign Manager 360 MCP Server — endpoint not answering, last commit 2026-09-30, v1.3.0
    Campaign Manager 360 management — CRUD, Floodlight tracking, async reporting, and targeting
  • Bid Manager MCP Server — endpoint not answering, last commit 2026-09-30, v1.1.0
    Bid Manager reporting and query workflows for DV360 campaign performance analysis
  • DV360 MCP Server — endpoint not answering, last commit 2026-09-30, v1.4.0
    DV360 campaign management — writes, targeting, custom bidding, previews, and media uploads
  • Google Ads MCP Server — endpoint not answering, last commit 2026-09-30, v1.3.0
    Google Ads management — campaign writes, GAQL reporting, bulk mutate, validation, and previews
  • LinkedIn Ads MCP Server — endpoint not answering, last commit 2026-09-30, v1.3.0
    LinkedIn Ads management and analytics — CRUD, targeting, delivery forecasts, and media uploads
  • Meta Ads MCP Server — endpoint not answering, last commit 2026-09-30, v1.3.0
    Meta Ads management — writes, insights, targeting, delivery estimates, previews, and media uploads
  • Microsoft Advertising MCP Server — endpoint not answering, last commit 2026-09-30, v1.3.0
    Microsoft Ads management — CRUD, Google Ads import, ad extensions, and async reports
  • Pinterest Ads MCP Server — endpoint not answering, last commit 2026-09-30, v1.3.0
    Pinterest Ads management — CRUD, async reports, targeting, and audience estimates
  • Search Ads 360 MCP Server — endpoint not answering, last commit 2026-09-30, v1.1.0
    Search Ads 360 — reporting via query language, insights, and offline conversion upload
  • Snapchat Ads MCP Server — endpoint not answering, last commit 2026-09-30, v1.3.0
    Snapchat Ads management — CRUD, async reports, targeting, and audience estimates
  • TikTok Ads MCP Server — endpoint not answering, last commit 2026-09-30, v1.3.0
    TikTok Ads management — CRUD, async reports, targeting, and media uploads
  • The Trade Desk MCP Server — endpoint not answering, last commit 2026-09-30, v1.3.0
    The Trade Desk management — CRUD, GraphQL, bulk ops, and async reports
  • io.github.civdotiq/civiq — 47 functions, last commit 2026-09-30, v1.0.0
    U.S. civic data for AI agents: reps, votes, bills, finance, lobbying, cited gov sources. 47 tools.
  • io.github.bolyra/gateway — last commit 2026-09-30, v0.2.1
    MCP auth gateway: verify agent identity, enforce per-tool permissions, block replays, emit receipts.
  • io.github.bolyra/mcp — last commit 2026-09-30, v0.6.4
    MCP auth middleware: gate tool calls so only authorized agents can act.
  • io.github.bolyra/sdk — last commit 2026-09-30, v0.5.2
    TypeScript SDK for mutual ZKP authentication between humans and AI agents.
  • io.github.bolyra/shield — last commit 2026-09-30, v0.1.0
    Stdio MCP auth proxy: wrap any MCP server with per-tool permission enforcement.
  • CoinRithm Agent Trading — 37 functions, last commit 2026-09-30, v0.7.14
    Keyless prediction-market data across 12 venues plus paper-trading of crypto spot, futures, and PM.
  • Exomem — last commit 2026-09-30, v0.100.0
    Local Markdown/Obsidian knowledge substrate for MCP agents with governed memory and hybrid search.
  • io.github.beepboop2025/umbra-proof — last commit 2026-09-30, v0.1.2
    Verify Umbra bridge accountability proofs (signed receipts, checkpoints, Merkle inclusion).
  • ArcadeDB — last commit 2026-09-30, v26.3.1
    Multi-Model database with built-in MCP server for SQL, Cypher, Gremlin, and GraphQL.
  • Discord MCP — last commit 2026-09-30, v0.30.0
    Caller-owned Discord operations for AI agents with 209 typed tools and verifiable guild builds.
  • Cartographer — last commit 2026-09-30, v0.17.0
    Governance MCP server for agent-maintained knowledge bases (OKF): git-backed writes, search, lint.
  • io.github.chernistry/bernstein — last commit 2026-09-30, v1.5.0
    Declarative agent orchestration for engineering teams
  • io.github.asklokesh/loki-mode — last commit 2026-09-30, v9.50.1
    Autonomous spec-to-product coding-agent CLI with an MCP server exposing 36 tools over stdio.
  • Vault Cortex — last commit 2026-09-30, v0.54.6
    Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1
  • io.github.alphaonedev/ai-memory — last commit 2026-09-30, v0.5.1
    Persistent memory for any AI — zero token cost until recall
  • Clipform — 30 functions, last commit 2026-09-30, v2.17.1
    Interactive video forms that capture authentic responses. Build engaging forms in minutes.
  • agent-device — 46 functions, last commit 2026-09-30, v0.16.9
    Let AI agents inspect, control, and debug real iOS, Android, desktop, and TV apps
  • VASTlint — 14 functions, last commit 2026-09-30, v0.13.12
    Validate VAST, VMAP, and DAAST ad tags against IAB specs. 235 rules, pure Rust core.
  • Aptu Coder — last commit 2026-09-30, v0.38.0
    MCP server for code structure analysis using tree-sitter.
  • Code Analyze MCP — last commit 2026-09-30, v0.6.0
    MCP server for code structure analysis using tree-sitter.
  • io.github.colophon-group/jobseek — last commit 2026-09-30, v0.2.0
    Search jobs and companies on Job Seek (jseek.co)

Continue browsing

How this page is ordered

Entries are grouped by whether anyone is still working on them, using the date of the most recent push to the repository. They are not ordered by stars, because a star is a bookmark somebody left once and never took back.

Where we have not checked an entry yet, it says so rather than being mixed in with the verified ones.

More published servers

Continue through the published catalog. Maintenance dates below are the dates recorded in each source snapshot, not a ranking.

  • Harris Boat Works - Mercury Repower — 5 functions, last commit 2026-08-08, v1.0.0
    Live Mercury outboard data and CAD quote builder from a Mercury Platinum Dealer in Ontario.
  • Hail — needs an account, last commit 2026-08-08, v0.1.0
    Phone, SMS & email for AI agents — one remote MCP endpoint, OAuth login, zero install.
  • io.github.glslang/windbg-mcp — last commit 2026-08-08, v0.4.2
    WinDbg/DbgEng over MCP: crash dumps, live user & kernel, driver IOCTLs, and TTD.
  • Emilia Protocol — 17 functions, last commit 2026-08-08, v1.0.4
    Trust & human sign-off for AI agents: approval required before irreversible agent actions
  • io.github.fabkho/nuxt-i18n-mcp — last commit 2026-08-08, v1.0.1
    MCP server for managing i18n translations in Nuxt projects.
  • Hacé Cuentas — Free Calculators — 3 functions, last commit 2026-08-08, v1.0.0
    Free calculators as MCP tools: finance, taxes, health, units, dates. Search, fetch & compute.
  • GEML — a plain-text document format built to be edited in place, one section at a time — last commit 2026-08-08, v1.7.1
    Patch a single block of a GEML document by id. Bad writes are refused; any one block rolls back.
  • PAPI: Persistent Adaptive Project Intelligence — needs an account, last commit 2026-08-08, v0.7.72
    Adaptive plan/build/review cycles for AI coding assistants, persisted across sessions.
  • A1 Yandex KIT MCP — last commit 2026-08-08, v1.1.0
    A1 Yandex KIT MCP server for the Yandex KIT e-commerce API: products, orders, discounts, webhooks.
  • Unsplash MCP Server — last commit 2026-08-08, v1.0.1
    MCP server for the Unsplash API: search & fetch photos with attribution + download tracking.
  • Deep Agentic Core MCP — last commit 2026-08-08, v0.1.3
    Unified MCP server for AgenticLens and Agentic Chaos capabilities.
  • mcpindex — 6 functions, last commit 2026-08-08, v0.3.13
    The MCP server index that vets servers, not just lists them. Advisory screen before you install.
  • io.github.Embassy-of-the-Free-Mind/source-library — last commit 2026-08-08, v4.3.0
    Search 22,000+ rare pre-modern texts with AI English translations, summaries, and 73K+ images.
  • Source Library — 15 functions, last commit 2026-08-08, v4.3.4
    Search 15K rare pre-modern texts translated to English: philosophy, religion, science, literature.
  • io.github.grafana/mcp-grafana — needs an account, last commit 2026-08-08, vv1.0.0
    An MCP server giving access to Grafana dashboards, data and more.
  • io.github.gnt-ai/gnt — needs an account, last commit 2026-08-08, v0.6.0
    Git-native policy layer for AI agents: check_action verdicts against rules approved via PR.
  • io.github.dtajitdinov-aris/sphere-marketplace — 13 functions, last commit 2026-08-08, v1.0.0
    International marketplace where AI agents offer, order, and get paid for services and capabilities.
  • ellmos ControlCenter — last commit 2026-08-08, v0.2.2
    MCP control plane: local server discovery, profiles, capability bundles, and policy audits.
  • io.github.Glade-tool/glade-mcp — last commit 2026-08-08, v0.7.14
    Control the Unity and Godot editors from AI clients: scenes, scripts, physics, materials.
  • MCP Toolbox for Databases — last commit 2026-08-08, v0.31.0
    MCP Toolbox for Databases enables your agent to connect to your database.
  • MCP Toolbox for Databases — last commit 2026-08-08, v1.8.0
    MCP Toolbox for Databases enables your agent to connect to your database.
  • CAiD MCP Server — last commit 2026-08-08, v0.6.0
    Validated 3D CAD modeling for AI agents via CAiD + OCCT. 107 tools across 22 modules.
  • Decide Policy Notaries — 4 functions, last commit 2026-08-08, v1.3.1
    Fail-closed refund, cancellation, return, and trial checks for 100 US subscription vendors.
  • OpenChainBench — 3 functions, last commit 2026-08-08, v1.0.0
    Live, neutral benchmarks for public RPC latency, oracles, bridges, perp DEX, and prediction markets.
  • io.github.gregario/warhammer-oracle — last commit 2026-08-08, v0.1.1
    Warhammer 40K and Kill Team rules, stats, and game flow MCP server
  • io.github.extensiondev/mcp — last commit 2026-08-08, v10.4.3
    Build, run, inspect, and publish browser extensions from any MCP client. 28 tools, 11 browsers.
  • io.github.epistemedeus/x402-data-gateway — 22 functions, last commit 2026-08-08, v1.0.0
    Pay-per-call USDC tools for AI agents (x402/Base): company + wallet enrichment, web read, repo scan.
  • io.github.DownAtTheBottomOfTheMoleHole/megalinter — last commit 2026-08-08, v3.0.2
    MCP server for running Ox Security MegaLinter via mega-linter-runner
  • io.github.Eilodon/calm-mcp — last commit 2026-08-08, v0.6.0
    MCP server giving coding agents a call-graph-aware, hash-verified view of a codebase, not grep.
  • io.github.enthrium/oe-mcp — last commit 2026-08-08, v1.6.1
    Connect Claude Code, Cursor & Windsurf to 2,600+ enterprise data sources with one binary.
  • nable — last commit 2026-08-08, v0.8.206
    See where your cloud and AI bills go, and spend less. Local-first, in your terminal or editor.
  • io.github.drjoergkrauter/leadership-agent — 5 functions, last commit 2026-08-08, v1.0.0
    MCP-Server zum Buch 'Zukunft führen' (Dr. Jörg Krauter): BANI & Leadership-Impulse.
  • io.github.FieldmodeLLC/scrapecheck — 3 functions, last commit 2026-08-08, v0.2.0
    Verify scraped data against the live source page. Signed verdicts, $0.01 via x402.
  • MeteoSwiss MCP Server — 7 functions, last commit 2026-08-08, v2.0.2
    Swiss weather data for AI assistants — forecasts, measurements, stations, pollen.
  • io.github.Deesmo/arch-tools-mcp — 63 functions, last commit 2026-08-08, v2.0.1
    63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits.
  • MCP ZAP Server — last commit 2026-08-08, v0.11.0
    Safe, self-hosted OWASP ZAP operator for guided AI security scans and reports.
  • Mindwtr — 27 functions, last commit 2026-08-08, v1.1.3
    Task and project automation for local Mindwtr data, with read-only self-hosted Cloud access.
  • io.github.gigshow/decker — 12 functions, last commit 2026-08-08, v1.10.0
    Deterministic market-state engine for trading agents — state, gate, coordinates, with receipts.
  • io.github.flytohub/flyto-indexer — last commit 2026-08-08, v2.10.2
    Code intelligence MCP server — impact analysis, semantic search, dependency graphs
  • Flyto Core — last commit 2026-08-08, v2.12.6
    Execution engine for AI agents. 412 modules: browser, file, Docker, data, crypto.
  • Distil — last commit 2026-08-08, v1.30.0
    Reversibly compress tool outputs to recoverable handles; expand to exact original bytes on demand.
  • io.github.developerz-ai/ui-debugger-mcp — last commit 2026-08-08, v1.8.0
    Autonomous UI debugging MCP server: an agent drives the browser/desktop, reports bugs + UX issues.
  • io.github.getmcpm/cli — last commit 2026-08-08, v0.1.3
    MCP package manager with trust scoring. Search, install, and audit MCP servers.
  • Obsidian Hybrid Search — last commit 2026-08-08, v0.13.25
    Search Obsidian vaults with hybrid full-text, fuzzy, semantic, and graph retrieval.
  • MCP Safety Warden — last commit 2026-08-08, v1.4.10
    MCP proxy adding security scanning, behavioral profiling, risk gating, and safe tool call execution.
  • Sublime Text MCP — last commit 2026-08-08, v1.0.0
    MCP server for Sublime Text 4. Lets Claude Code read and control a running ST instance.
  • deadends.dev — last commit 2026-08-08, v0.3.1
    Structured failure knowledge for AI agents — dead ends, workarounds, error chains
  • io.github.gregcastro23/alchm-kitchen — last commit 2026-08-08, v1.1.1
    Live transits, ESMS ingredients, cosmic recipes, synastry & transit×natal overlays by alchm.kitchen
  • io.github.frankchu91/mindbase — last commit 2026-08-08, v0.1.3
    LLM-maintained personal wiki: cross-references sources, flags contradictions. Local markdown.
  • EdgarTools — last commit 2026-08-08, v5.21.1
    Open-source SEC EDGAR toolkit — 11 tools, 7 prompts, every filing type. No API key required.
  • Expo Android MCP — last commit 2026-08-08, v0.5.0
    MCP server for Android emulator automation via ADB.
  • Terraform — last commit 2026-08-08, v1.0.0
    Generate more accurate Terraform and automate workflows for HCP Terraform and Terraform Enterprise
  • glass — last commit 2026-08-08, v1.1.0
    MCP server giving a coding agent a build→see→interact→debug loop over native GUI apps.
  • io.github.dreliq9/adclip — last commit 2026-08-08, v0.1.1
    Ad creative generation via MCP — copy and static images from a JSON brief. Keyless.
  • pplog — last commit 2026-08-08, v0.4.1
    Official MCP server for pplog - a poem sharing service
  • esa — last commit 2026-08-08, v0.13.0
    Official MCP server for esa.io - a documentation sharing service for teams
  • Firecrawl MCP Server — 25 functions, last commit 2026-08-08, v3.23.4
    MCP server for Firecrawl — search, scrape, and interact with the web.
  • io.github.firebase/firebase-mcp — 14 functions, last commit 2026-08-07, v0.3.0
    Gives AI development tools Firebase-specific capabilities and expertise.
  • HPSILab Quant Finance — 10 functions, last commit 2026-08-07, v0.8.10
    HPSILab Quant finance MCP for US stocks, ETFs, options, Monte Carlo, backtesting, and risk analysis.

Catalog page shortcuts