AI and Agents catalogue, group 27

These entries remain in the catalogue with limited documentation. Inclusion is not an assessment of service quality.

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Observe Instrument

Add OpenTelemetry tracing to Python AI agents. Supports LangGraph, LlamaIndex, CrewAI, OpenAI SDK.

Publisher: alanzha2. Registry name: io.github.alanzha2/observe-instrument-mcp.

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Open Campus Advisor

Live academic data across 101 US colleges and universities, directly inside Claude.

Publisher: opencampusadvisor. Registry name: manual/oca.

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Occasio

Tamper-evident, Sigstore-signed audit trail for Claude Code agents.

Publisher: occasiolabs. Registry name: io.github.occasiolabs/occasio.

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OCDS German Procurement Search

Search and match German public procurement tenders (OCDS) from your local LLM.

Publisher: qune-tech. Registry name: io.github.qune-tech/ocds-mcp.

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OCL Context Layer

Reference MCP server for OCL, an open standard giving AI agents scoped business meaning for Odoo.

Publisher: Nantiai. Registry name: io.github.Nantiai/ocl-standard.

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Octen

URL to LLM-ready markdown, plus per-page category, page_structure, and query-driven highlights.

Publisher: Octen-Team. Registry name: io.github.Octen-Team/octen-mcp.

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Octobrain

Persistent memory for AI assistants with semantic search and knowledge graph relationships.

Publisher: Muvon. Registry name: io.github.Muvon/octobrain.

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Octocode

AI-powered code indexer with semantic search and knowledge graphs.

Publisher: Muvon. Registry name: io.github.Muvon/octocode.

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Octoperf

Drive OctoPerf load testing from any AI agent: import, edit, validate, run scenarios, read metrics.

Publisher: OctoPerf. Registry name: io.github.OctoPerf/octoperf.

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Ocultar Pii

Zero-egress PII redaction for Claude. Runs locally, no data leaves your infrastructure.

Publisher: Edu963. Registry name: io.github.Edu963/ocultar-pii.

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Odds API

Live sports betting odds from 265+ bookmakers across 34 sports, with value bets and arbitrage.

Publisher: odds-api-io. Registry name: io.github.odds-api-io/odds-api-mcp-server.

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Odoo MCP Connector

Query, report on, and optionally modify any Odoo ERP from Claude. Read-only by default.

Publisher: management-cmyk. Registry name: io.github.management-cmyk/odoo-mcp-connector.

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Oe

Connect Claude Code, Cursor & Windsurf to 2,600+ enterprise data sources with one binary.

Publisher: openenterprise-info. Registry name: io.github.openenterprise-info/oe-mcp.

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ohu

Turn Any Website Into Clean Fine-Tuning Data & RAG Context in Seconds. Without Scraping Bans or Prompt Injections.

Publisher: sluxia. Registry name: manual/ohu.

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Pointer Minerals, Texas Oil & Gas Data

Read-only Texas oil & gas data: operator directory, county production, and dataset catalog.

Publisher: pointerminerals. Registry name: com.pointerminerals/oil-gas-data.

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Oka Anywhere

Your office's procedures inside Claude or ChatGPT - verified citations or an honest refusal.

Publisher: forgeagents-jp. Registry name: io.github.forgeagents-jp/oka-anywhere.

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Okta

Secure Okta identity and access management via Model Context Protocol (MCP). Access Okta users, groups, applications, logs, and policies through AI assistants with enterprise-grade security.

Publisher: fctr-id. Registry name: manual/okta-mcp-fctr.

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Okta

tada: It''s Official:tada: The Okta Open-Source MCP Server integrates with LLMs and AI agents, allowing you to perform various Okta management operations using natural language and is Generally...

Publisher: okta. Registry name: manual/okta-mcp-server.

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~alter mcp-ollama

Wraps local Ollama models so bulk generation runs on your own hardware, not a paid API.

Publisher: true-alter. Registry name: io.github.true-alter/mcp-ollama.

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Ollama Handoff

Offload cheap work from your AI agent to a local Ollama model, at zero cloud cost.

Publisher: Michael-WhiteCapData. Registry name: io.github.Michael-WhiteCapData/ollama-handoff.

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Ollama / vLLM Bridge

Call your local Ollama or vLLM model over MCP with schema-validated JSON output.

Publisher: setheerwagen. Registry name: io.github.setheerwagen/mcp-ollama-vllm.

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Omi

A Model Context Protocol server for Omi interaction and automation. This server provides tools to read, search, and manipulate Memories and Conversations.

Publisher: basedhardware. Registry name: manual/omi.

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omnflow

Omnflow is an AI-powered content repurposing tool built for creators, marketers, and founders who publish across multiple platforms. The Omnflow MCP server gives Claude three powerful.

Publisher: omnflow. Registry name: manual/omnflow.

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Omni Computer Use

A 1:1 replica of Claude Desktop's computer-use tool surface, for Windows and the Claude Code CLI.

Publisher: Jason26214. Registry name: io.github.Jason26214/omni-computer-use.

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Omni Nli

An MCP server for natural language inference.

Publisher: CogitatorTech. Registry name: io.github.CogitatorTech/omni-nli.

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Omnisearch

MCP server for integrating Omnisearch with LLMs.

Publisher: spences10. Registry name: io.github.spences10/mcp-omnisearch.

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omniwatchguard

AI-powered website change monitoring server. Manage monitors and alerts for OmniWatchGuard (price, stock, text, visual, CSS, API, and SEO changes) directly from Claude, Cursor, or any MCP client.

Publisher: omniwatchguard. Registry name: manual/omniwatchguard.

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One Brain

Shared memory for a team in Claude Code: what one person records, everyone has.

Publisher: Prophet-git. Registry name: io.github.Prophet-git/one-brain.

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Oneda

Persistent, governed institutional memory for Claude Code, specs, decisions, learnings.

Publisher: freeelatech. Registry name: com.freeelatech/oneda.

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Onehome

OneHome (CoreLogic) real-estate access for Claude, search, property details, photos, saved homes.

Publisher: chrischall. Registry name: io.github.chrischall/onehome-mcp.

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Onvibe

Talk to Claude and get a live web app deployed to a real URL, with Postgres, storage and cron.

Publisher: onvibe. Registry name: run.onvibe/onvibe.

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opchain

Claude Code / MCP skills for the dev pipeline: discover, spec, design, build, ship, operate.

Publisher: asfbay-bit. Registry name: io.github.asfbay-bit/opchain-skills.

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Open for Agents Website Visibility

Check how well AI agents can discover and understand a public website.

Publisher: mdotk. Registry name: io.github.mdotk/open-for-agents-website-visibility.

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OpenAI

Validate GPTBot and OAI-SearchBot IP addresses. Remote MCP validate_ip tool.

Publisher: seoapi. Registry name: com.seoapi/openai.

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OpenAI Ads

Read-only MCP server for the OpenAI Ads API: campaigns, ad groups, ads, and insights.

Publisher: HYPD-AI. Registry name: io.github.HYPD-AI/openai-ads-mcp.

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OpenAI Ads MCP

OpenAI Ads MCP for ChatGPT Ads campaigns, creatives, audiences, insights, and conversions.

Publisher: trakkr-aisearch. Registry name: io.github.trakkr-aisearch/openai-ads-mcp.

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OpenAI Billing

OpenAI organization usage and cost reporting through an admin API key connected by the user.

Publisher: mcp-dir. Registry name: io.github.mcp-dir/openai_billing-mcp.

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OpenAI Image

OpenAI image generation MCP server for Model Context Protocol hosts.

Publisher: mindstone. Registry name: io.github.mindstone/mcp-server-openai-image.

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Openaire

OpenAIRE MCP, EU research outputs (publications, datasets, software, projects).

Publisher: pipeworx-io. Registry name: io.github.pipeworx-io/openaire.

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Openapi Runner

Turn any OpenAPI 3.x spec into callable MCP tools for Claude. No custom integration code needed.

Publisher: saurav61091. Registry name: io.github.saurav61091/mcp-openapi-runner.

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OpenClaw MCP Server

MCP server bridging Claude.ai/Desktop with self-hosted OpenClaw via OAuth 2.1.

Publisher: freema. Registry name: io.github.freema/openclaw-mcp.

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OpenClaw Consensus

9-LLM consensus + disagreement scoring + cheapest-route picks to fight hallucinations.

Publisher: MICONNM. Registry name: io.github.MICONNM/openclaw-consensus-mcp.

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OpenClaw Agent Instruction Registry

Search and retrieve agent instruction files: system prompts, skills, workflows, and safety filters.

Publisher: izworskic. Registry name: io.github.izworskic/openclaw-registry.

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Openclaw Skill Vetter

Vet third-party AI agent extensions + agent-config files (AGENTS.md,.cursor/rules, CLAUDE.md).

Publisher: temurkhan13. Registry name: io.github.temurkhan13/openclaw-skill-vetter-mcp.

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Openflowkit

Local-first OpenFlowKit diagramming tools for Claude, Cursor, Windsurf & other MCP clients.

Publisher: Vrun-design. Registry name: io.github.Vrun-design/openflowkit-mcp.

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Opengate

Check whether an AI answer is grounded in its context, deterministic, no LLM judge.

Publisher: nickjlamb. Registry name: io.github.nickjlamb/opengate-mcp.

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Opentargets

Open Targets MCP, disease/target/drug knowledge graph.

Publisher: pipeworx-io. Registry name: io.github.pipeworx-io/opentargets.

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Opik MCP Server

Interact with Opik prompts, traces, datasets and metrics through the Model Context Protocol.

Publisher: comet-ml. Registry name: io.github.comet-ml/opik-mcp.

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Opula

Not another dashboard. A wealth analyst for every asset a bank can't sync, inside Claude.

Publisher: evan-moon. Registry name: io.github.evan-moon/opula.

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Spectral, verified-knowledge oracle

Cross-check a factual claim against a verified knowledge graph before you assert it. Never guesses.

Publisher: seespectral. Registry name: com.seespectral/oracle.

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