AI Models & Agents MCP servers
Servers that route to models, run embeddings and RAG, or orchestrate other agents.
Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)
RemoteReview and rewrite LangChain, LlamaIndex, Ollama, and XRPL code against current APIs.
ui-ticket-mcp
Human-to-AI code review bridge. Review UI in the browser, AI agents fix code via MCP.
veridigit
Verified IBAN, card, ISBN-13 & VIN validation for AI agents — checksums, not guesses.
VerifyRef
RemoteAI agent recruiting: talent pool match, reference checks, credit packs via Stripe MPP
Vidgrid — eyes for video
Give an AI agent eyes for video: turn a clip into a numbered frame grid + transcript.
visibilityai
RemoteVerified Indian business data and AI-visibility reports for MCP-compatible AI agents.
VisualSpec
Structured, constraint-aware visual generation and deterministic layout for AI agents
Word AI
Structure-preserving Word DOCX editing MCP server and Office.js bridge for AI agents.
workloadtruth
Classifies GPU workloads as inference or training from telemetry alone via MCP tools.
AccordTrace
RemoteTamper-evident proof creation and verification for AI agents via MCP, A2A, and REST.
agentsearch-mcp
RemoteLLM-ready web search + instant answers + URL-to-clean-text fetch for agents and RAG.
agenttrust
Trust scores & reputation for the agent-to-agent economy. Verify A2A counterparties.
ai-cli-mcp
Run Claude, Codex, Gemini, Forge, and OpenCode CLIs through MCP with background jobs
aiterm-mcp
Persistent terminals and one launcher for Claude, Codex, Grok, and Cursor harnesses.
AOTrust Notarization & Evidence Server
Cryptographic proof of existence for AI agents. Base x402, NEAR anchored. Free tier.
APEX PSI
Cryptographic truth infrastructure for AI agents: seal, verify, anchor, cite, audit.
arkolith
RemoteEvidence-backed capital-change intelligence and sourced financial data for AI agents
ask-fable
MCP server for Anthropic's Claude Fable, Opus 5, and multi-model reasoning councils.
Authoryze
RemoteGive your AI agent a spending limit: approval controls and single-use virtual cards.
Bench Agent Discovery
RemoteDiscover public AI agents, reusable recipes, and trusted benchmark evidence by task.
castor-mcp
Castor for Confluence Data Center — MCP server bridging Confluence DC with AI agents
ChainWeaver
Expose deterministic ChainWeaver flows as MCP tools without LLM calls between steps.
clude
Portable agent memory anchored on Solana. Local SQLite + vector recall, open export.
code-context-gate
Context-aware code retrieval MCP server — ranked, gated results for AI coding agents
contract-ops-mcp
One MCP server for the contract-ops suite: all nine local-first CLIs as agent tools.
Cornea, deterministic visual inspection
Deterministic visual inspection for AI agents. Overlap, overflow, contrast, quality.
db-conn-mcp
A dead-simple, self-hosted MCP server for securely querying databases via AI agents.
dentro
Structured commerce data for AI agents. 22,000+ DTC brands, real prices, real stock.
eqvitta-mcp
Eqvitta MCP: GST billing, ledgers, invoices, stock and financial reports for Claude.
EvolutionDB Long-Term Memory
Persistent long-term memory for Claude Desktop / Claude Code, backed by EvolutionDB.
Google Maps MCP Server
18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.
groupdocs-merger-mcp
MCP server for GroupDocs.Merger — merge, split, and inspect documents via AI agents.
HumanHours
RemoteTrack agent ROI and enrich companies via MCP. Remote, OAuth 2.1, no install or keys.
HybridS3
Self-hosted S3-compatible object storage server with an MCP interface for AI agents.
Indraft
RemoteRead and write a CRM built for agents. Every change carries who asserted it and how.
KaiBoard MCP
Let AI agents draw on your local-first KaiBoard whiteboards (relay or local folder).
kepil
Passport, mandate, fail-closed action gate and tamper-evident journal for AI agents.
Lex
Episodic memory, Frames, Policy Neighborhoods, and policy enforcement for AI agents.
Lore Context
Governed AI-agent memory, Evidence Ledger traces, evals, and portable context tools.
lousa
A whiteboard where AI agents draw their explanations as hand-drawn animated diagrams
Lumind
RemoteMeasure how AI engines cite your brand. Cross-engine GEO visibility, as agent tools.
Martin Loop
One system around coding agents to run, verify, recover, and hand off software work.
matplotlibnet
Renders MatPlotLibNet charts to PNG, SVG or PDF from a JSON spec an AI agent writes.
mcp
Local Sapiom developer MCP for authoring, testing, deploying, and inspecting agents.
mcp
Draft, publish, and manage your VeloCMS blog from Claude, Cursor, or any MCP client.
mcp-azure
Azure Resource Manager inventory & ops for AI agents — governed, confirmation-gated.
mcp-kubernetes
Kubernetes monitoring & ops for AI agents — safe-by-default access modes and guards.
memharness
Bi-temporal, provenance-carrying long-term memory for AI agents, in one SQLite file.