AI Models & Agents MCP servers
Servers that route to models, run embeddings and RAG, or orchestrate other agents.
concord-mcp
Multi-agent collaboration rooms with E2EE and server-enforced coordination primitives.
deep-research-mcp-server
Web search, clean page reading & one-call research dossiers for AI agents. No API key.
echocache
MCP server caching expensive LLM responses: HTTP-style freshness plus semantic recall.
excel-mcp
Read real, messy Excel files from an agent: multiple sheets, title rows, merged cells.
figbridge
Free, local MCP bridge for Figma — HTML, CSS, Tailwind, tokens, agent handoff bundles.
freelancer-mcp-server
Search, bid, and message clients on Freelancer.com from Claude. Multi-account support.
FRESH — Shared URL Freshness Intelligence
RemoteDecide whether an agent should reuse cached URL knowledge or fetch the resource again.
groupdocs-watermark-mcp
MCP server for GroupDocs.Watermark — add and search document watermarks via AI agents.
Hail
RemotePhone, SMS & email for AI agents — one remote MCP endpoint, OAuth login, zero install.
Hermes Action Bridge
Delegate real-world actions from Claude Code, Codex, and other agents to Hermes Agent.
Innerloop
RemoteRegister agents, submit locally signed reflections, and read public Innerloop entries.
ledger
Exact-decimal double-entry for agents. Call MCP tools; do not do money math in tokens.
Literature Review Council
Multi-agent literature review: research, peer review, and synthesize grounded reports.
Living Stack Agent Commerce
RemoteRemote MCP for Living Stack offer discovery and buyer-authorized checkout preparation.
LLM Latency Tracker
RemoteMeasured latency, time to first token and uptime for ~45 AI inference APIs, by region.
llm-kosh
Local-first AI memory cartridge with persistent MCP memory for Claude via SQLite FTS5.
llmpvp
Ranked, bring-your-own-LLM chess and Go arena for AI agents. Play rated games via MCP.
LN Church Agent MCP
Inspect-only HTTP 402 surface classifier. Keyless, no wallet, no signing, no payments.
lockspec
MCP server giving AI coding agents version-pinned API context from your OpenAPI specs.
marutap
RemoteAgent requests a purchase, the human taps approve, the agent gets a card scoped to it.
mcp
RemoteAugments MCP Server - A comprehensive framework documentation provider for Claude Code
mcp
Debug a bad AI-agent run from your editor: which intent fails, at which step, and why.
mcp
RemoteMCP server providing access to the Scorecard API to evaluate and optimize LLM systems.
mcp-seatbelt
MCP runtime security proxy. Blocks dangerous AI agent tool calls with a policy engine.
mcp-server
Real-time physical perception for AI agents — vision, spatial, acoustic, environmental
mcp-server
Stop shipping agents on vibes. Score every agent output for quality, safety, and cost.
meet-live-assist
Your own agent inside a live Google Meet or Zoom call. Local-first, no hosted service.
Netwright
Playwright-style automation of .NET desktop apps (WPF, WinForms, WinUI) for AI agents.
octopus-blackboard
Shared memory & coordination for AI coding agents — a blackboard, not an orchestrator.
openpouch
Agent-native hosting: deploy any folder to a live URL in one command. No approve tool.
OSINT MCP
26 free OSINT tools as MCP tools for AI agents. Auto-installs everything on first run.
paypay-mcp
PayPay QR payments for AI agents: QR codes, status, refunds, cancels. Bilingual JP/EN.
pgiq-mcp
PGIQ Rating as agent tools for siting large electricity loads across 67 power markets.
pindoc
Code-pinned team memory for AI coding agents — typed artifacts, MCP-native, self-host.
pixelcheck
Real eyes and hands on the web for AI agents. MCP-first. Local-first. Vendor-agnostic.
plur
Open, local-first engram memory for AI agents: read, correct, delete; shared over MCP.
pptogo
RemoteAI-agent commerce: find products, mint tracking links, publish posts, earn commission.
Progenly
RemoteVerifiable-lineage agent reproduction: browse births, stage/join/confirm agent merges.
ProvenTools
Read-only ProvenTools business ideas, evidence, build prompts, and validation reports.
RecourseOS
Consequence evaluation for AI agents. Check recoverability before destructive actions.
Remote Desktop Commander
RemoteHosted MCP server connecting claude.ai, ChatGPT and other AI apps to your own computer
robo-cortex
Git-aware memory store for AI coding agents; memories are anchored to git blob hashes.
rubric-mcp-server
Attest agent decisions and verify records on a public ledger. Evidence, not just data.
Scry
RemoteSearch your team's Storybook components by text or image, so agents reuse what exists.
shimguard
Wraps the ShimGuard CLI as a single generic MCP tool for agent-shim provenance checks.
smartrent-mcp
Control SmartRent smart home devices (locks, thermostat, switches, sensors) via Claude
SpineFrame
Governance runtime for AI agents with signed provenance, compliance audits, and OSINT.
Thousand API
RemoteCertainty for AI Agents. Deterministic MCP tools for dates, crypto, finance. 84 tools.