"Understanding RAG (Retrieval-Augmented Generation or related topics)" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
The beta program platform for hardware and IoT teams, who run structured betas with their own testers. Connect your AI assistant to build tasks and steps, screen applicants, triage tickets, read results and track tester progress. Actions that reach testers return a preview first and take effect only after confirmation. Sign in with OAuth, with read-only or read and write access. Stomio does not recruit testers.
Liliphant joins your meetings and remembers the work across all of them. Most tools stop at one transcript. Liliphant connects every conversation, so you can ask what was decided, who promised what, what changed since the first meeting, or what's still blocked. Every answer comes with the exact quote, the speaker and the meeting it came from, and if something is unclear, Liliphant tells you. Open promises and unanswered questions stay in view until someone marks them done.
One board for every AI you use: agents claim tasks and finish with proof you accept or return.
CheckFlow’s own MCP server. Ask your AI assistant to start checklists, complete tasks, fill in fields, build templates from written procedures and update Data Sets in CheckFlow. Sign in with your CheckFlow account, or use an API key.
Context for coding agents: checks a GitHub or Linear issue is ready before your agent starts it.
Connect Claude, ChatGPT, Cursor or your own app to Workspace369: clients and pipeline, proposals, e-sign contracts, invoices and payments, projects, tasks, time tracking and calendar. Build a custom CRM on it with any AI coding agent. Anything sent to a client waits for your approval.
SmartShifts' MCP server gives an assistant scheduling, time-off and task tools for multi-location businesses such as restaurants. Find staffing gaps, check team availability, request or approve time off, and complete tasks. Every action runs with the user's own role and location permissions, changes wait for approval by default, and sensitive personal fields are left out.
QuipAssist's MCP server lets an assistant look up equipment, repairs, work orders, maintenance schedules, parts, vendors, IoT readings and reports across the sites a user can access. With write access it drafts repair, maintenance and parts changes, which wait for human review by default. An agent can never dispatch work, sign off safety steps, approve spending or send messages.
Review your AI agents' work in minutes, not hours of chat. Approve it or send it back.
Connect Claude, ChatGPT, Cursor or any MCP client to Ybug. Read bug reports with screenshots, console logs and network requests, then triage them in chat.
Kanban tasks and project notes for AI clients, with OAuth and per-project read or write grants.
Field operations on a deterministic solver — run jobs, crews & fleet from Claude or ChatGPT.
RetailHardHat's MCP server lets an assistant work with an organization's retail sites, projects, budgets, bids, permits and field work, including an interactive operations dashboard. An organization admin grants modules and read-only or guarded-write access; sensitive writes need human review by default.
Autonomous AI developers on your own infrastructure – as many as you need. Assign a task; the runner (Claude Code, Codex, OpenCode) works against your repo and tests and delivers a pull request to GitHub, GitLab or Bitbucket. Any model, your data stays with you.
Kaiku is an issue tracker with a wiki, built so that people and AI agents work in the same place. Its hosted MCP server lets an agent search, read, file and update issues, comment and answer questions, read and write wiki pages, and attach files — with the permissions of the person whose token it uses. Create a token in Settings → Connect over MCP and send it as Authorization: Bearer <token> (or in X-Api-Key); the token says which workspace.
Shared memory for coding agents and their teams: project docs with semantic search, plus epics, tasks, open questions and decisions your agent reads and writes over MCP. Teammates and their agents share the same board. Deploy and permanent delete stay human-only and are enforced by the server. Free tier, no card. Setup: https://app.bilgai.com/docs/connect — API key (blg_) as Bearer or OAuth. Issues: https://github.com/volkansuner/bilg-feedback
AI second brain for people who coordinate several projects. Search and write to your daily notes, tasks and boards, calendar, meeting recaps, documents, clips and an Atlas of people, organizations and projects from Claude, ChatGPT or any MCP client. Free plan, OAuth sign-in.
Equipment maintenance log: service entries with cost, full history, and what is due or overdue.
Reusable checklists with dated runs: pass, fail or N/A per step, then a frozen sign-off.
Purchase requisitions as reusable step lists: dated runs, pass or fail per step, and sign-off.
Run your AI-run company from Claude Code, Codex, Cursor or ChatGPT: inbox, tasks, team, Studio.
Read your team's end-of-day reports and roster from Eodly. Sign in with OAuth or use an API key.
Create scheduled Gantt charts with critical path from a plain-language plan — no account or key.
Billable-hours time tracking with rates and CSV export, running inside Claude or Cursor.
Create and edit roadmaps with JSON or markup; share edit and view links from AI agents.
Review Senta clients, contacts and jobs, and update client records or add notes.
Read mobile forms, entries, users and tasks; create confirmed draft or sent tasks for field workers.
Read Builder Prime projects and meetings, and create or update them from chat.
Browse Paymo projects, tasks, timesheets and invoices, and create tasks, log time or run timers.
Read Arthur properties, units and tenancies; track maintenance and add tasks or notes.
