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Decision intelligence for product teams. Turn scattered feedback into signal you can act on.
About
Decision intelligence for product teams. Turn scattered feedback into signal you can act on.
Remote endpoints: streamable-http: https://mcp.meetsquad.ai/mcp
Security Report
Valid MCP server (1 strong, 1 medium validity signals). No known CVEs in dependencies. Imported from the Official MCP Registry. 1 finding(s) downgraded by scanner intelligence.
Endpoint verified · Open access · 1 issue found
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
Permissions Required
This plugin requests these system permissions. Most are normal for its category.
How to Connect
Remote Plugin
No local installation needed. Your AI client connects to the remote endpoint directly.
Add this to your MCP configuration to connect:
{
"mcpServers": {
"ai-meetsquad-squad": {
"url": "https://mcp.meetsquad.ai/mcp"
}
}
}Documentation
View on GitHubFrom the project's GitHub README.
Squad MCP Server
A remote MCP server that brings Squad — the AI product feedback intelligence platform — directly into your AI workflows. Connect Squad to Claude, ChatGPT, or any MCP-compatible AI assistant to turn raw user feedback into signals, insights, actions, and briefs without context switching.
Squad continuously ingests feedback, clusters it into signals, distils it into insights, and links it to the actions and goals that move your product forward. The MCP server exposes that same intelligence — read the evidence behind a decision, capture new feedback, and generate briefs from your assistant.
🚀 Quick Start
For Users
Connect Squad to your AI assistant in seconds:
Claude Code:
claude mcp add --transport http squad https://mcp.meetsquad.ai/mcp
On first use, you'll be prompted to authenticate via OAuth in your browser.
Other MCP Clients:
Connect using https://mcp.meetsquad.ai/mcp — OAuth configuration is automatically discovered via the server's .well-known/oauth-protected-resource metadata (which points clients at PropelAuth as the authorization server).
📖 Usage Examples
See USAGE_EXAMPLES.md for detailed real-world examples. A few things you can ask:
- Triage feedback — "Capture this support ticket in Squad and tell me if it's a known theme."
- Weekly review — "Run my weekly product review: what changed and what needs deciding?"
- Ground the evidence — "Show me the customer signals behind insight IN-42."
- Draft a brief — "Generate a brief for action AC-12."
- Search everything — "Find all feedback related to onboarding friction."
- Ground a ticket — "Pull the customer evidence behind AC-7 before I build it."
Squad entities are referenced by short display IDs so the assistant can cite its evidence:
| Prefix | Entity | Prefix | Entity |
|---|---|---|---|
SI- | Signal | GL- | Goal |
IN- | Insight | BR- | Brief |
AC- | Action | DC- | Document |
CL- | Cluster |
✨ Available Tools
The server exposes ~35 tools. Write tools require a token minted with the write:workspace scope; read tools only need read:workspace.
| Category | Tools | Purpose |
|---|---|---|
| Workspace | list_workspaces, select_workspace, get_workspace_overview, update_workspace, list_members | Orient in and configure a workspace |
| Search | search, get_entity | Semantic search and fetch any entity by ID |
| Evidence | list_signals, find_similar_signals, list_clusters, get_cluster, list_insights | Explore signals, clusters, and insights |
| Actions | list_actions, get_action_context, update_action, update_action_status | Track and update product work |
| Strategy | list_goals, create_goal, update_goal, update_insight, dismiss_signal, get_activity | Manage goals, insights, and activity |
| Knowledge | list_documents, create_document, update_document | Store research, references, and notes |
| Briefs | list_briefs, generate_brief, update_brief_status | Generate and manage briefs |
| Ingest | ingest_signal | Capture new feedback as a signal (with dedup) |
| Integrations | list_integrations | See connected feedback sources |
Prompts
Ready-made workflows exposed as MCP prompts:
triage-feedback— check for duplicates, ingest a piece of feedback, and report where it landed.weekly-product-review— what changed, what the evidence says, and what needs deciding.draft-decision-brief— generate a brief from an action or insight and walk it to a readable draft.ground-this-ticket— for coding agents: pull the customer evidence behind a piece of work before building it.
Resources
Pin these so strategy questions need no tool calls:
squad://workspace/context— the current workspace's mission and product context.squad://goals— the workspace's strategic goals with importance rankings.
Tool Capabilities
- ✅ Safety annotations (
readOnlyHint/destructiveHint) on every tool - ✅ Structured Zod input schemas
- ✅ User- and workspace-isolated data access via OAuth
- ✅ Scope-gated writes (
write:workspace)
🏗️ Architecture
┌─────────────┐ OAuth ┌──────────────┐
│ Claude / │ ◄────────────────────► │ PropelAuth │
│ ChatGPT │ (Authentication) │ (IdP) │
└─────────────┘ └──────────────┘
│
│ HTTPS + Bearer Token
▼
┌──────────────────────────────────────────────┐
│ Squad MCP Server │
│ ┌────────────────────────────────────────┐ │
│ │ OAuth → introspect + verify token │ │
│ │ JWT minting → service credentials │ │
│ │ Redis → workspace selection + tokens │ │
│ │ MCP handler → tools / prompts / res. │ │
│ │ PostHog → tool-call telemetry │ │
│ └────────────────────────────────────────┘ │
└──────────────────────────────────────────────┘
│
│ Squad API Calls (minted JWT)
▼
┌──────────────┐
│ Squad API │
└──────────────┘
The server is built on mcp-use v2 and talks to the Squad platform API over GraphQL. Each request is served statelessly: the MCP layer holds no session, and every call re-introspects its own bearer token. Redis stores the durable per-user state (workspace selection and minted-token cache), so any instance can serve any request. Backend types are generated from a committed GraphQL schema snapshot (see GraphQL codegen).
🛠️ Development
This repository contains the source code for the Squad MCP remote server.
Prerequisites
- Node.js 22+
- pnpm
- Nix (optional, for a reproducible dev environment via
flake.nix) - PropelAuth credentials (OAuth 2.1 client + backend API key)
- Redis (optional locally; workspace selection falls back to in-memory)
Local Setup
# Clone repository
git clone https://github.com/the-basilisk-ai/squad-mcp.git
cd squad-mcp
# Install dependencies
pnpm install
# Configure environment
cp .env.example .env
# Edit .env with your PropelAuth credentials (and SQUAD_ENV=dev to target the dev platform)
# Start development server with hot reload
pnpm dev
# Server available at http://localhost:3232
Environment Variables
| Variable | Required | Purpose |
|---|---|---|
PROPELAUTH_CLIENT_ID / PROPELAUTH_CLIENT_SECRET | ✅ | OAuth 2.1 client credentials for token introspection |
PROPELAUTH_API_KEY | ✅ | Backend integration key for minting service JWTs |
SQUAD_ENV | dev or production (default production) — selects auth/API/app URLs | |
PORT / MCP_URL / BASE_URI | Server port and externally-advertised base URL | |
REDIS_URL | Redis connection for deploy-safe workspace selection and token cache (in-memory if unset) | |
SQUAD_GRAPHQL_URL | Override the Squad GraphQL endpoint (also used by codegen) | |
POSTHOG_API_KEY / POSTHOG_HOST | Enable tool-call telemetry | |
LOG_LEVEL | Logger verbosity |
Available Commands
pnpm dev # Start dev server with hot reload (mcp-use)
pnpm build # Build the server (mcp-use)
pnpm start # Start the built server
pnpm deploy # Deploy via mcp-use
pnpm test # Run unit tests (vitest)
pnpm format # Lint/format check (biome)
pnpm format:fix # Auto-fix lint/format issues
pnpm codegen # Regenerate GraphQL types from schema.graphql
pnpm codegen:check # Fail if generated GraphQL types are stale
Testing the Server
# Check health
curl http://localhost:3232/health
# Check OAuth discovery
curl http://localhost:3232/.well-known/oauth-protected-resource
# Test with the built-in inspector
pnpm dev # then open the inspector and connect to http://localhost:3232/mcp
Project Structure
squad-mcp/
├── server.ts # MCP server entry point (OAuth, tool/prompt/resource registration)
├── server.json # MCP registry metadata (see MCP_REGISTRY.md)
├── schema.graphql # Committed snapshot of the Squad platform GraphQL schema
├── codegen.ts # GraphQL Code Generator config
├── src/
│ ├── tools/ # Tool implementations, grouped by surface
│ │ ├── registry.ts # Single registration path (annotations, errors, telemetry)
│ │ ├── workspace.ts # list/select workspaces, overview, members
│ │ ├── search.ts # semantic search
│ │ ├── get-entity.ts # fetch any entity by display ID / UUID
│ │ ├── evidence.ts # signals, clusters, insights
│ │ ├── actions-read.ts # list actions, action context
│ │ ├── actions-write.ts # update actions + status
│ │ ├── strategy-read.ts # goals, activity
│ │ ├── strategy-write.ts # create/update goals, insights, dismiss signals
│ │ ├── knowledge.ts # documents + briefs
│ │ ├── ingest.ts # ingest new signals
│ │ └── integrations.ts # list connected sources
│ ├── prompts/ # MCP prompt workflows
│ ├── resources/ # MCP resources (workspace context, goals)
│ ├── gql/ # Generated GraphQL types (pnpm codegen)
│ ├── graphql/ # GraphQL operation documents
│ ├── helpers/ # OAuth provider, token minting, workspace selection, KV/Redis
│ └── lib/ # Squad API client, logger, telemetry
├── railway.toml # Railway deployment config
└── .env.example # Environment template
🏭 Production Deployment
This is a hosted service maintained by Squad. Users connect via OAuth — no self-hosting required.
Architecture notes (for contributors):
- Deployed on Railway with a
/healthreadiness check - Stateless request handling, with Redis holding the per-user workspace selection and token cache, so instances scale horizontally
- Follows the MCP specification for streamable HTTP transport
💬 Support
Need help with the Squad MCP server?
- Email: support@meetsquad.ai
- Documentation:
- Squad MCP Guide — complete setup and integration guide
- USAGE_EXAMPLES.md — real-world usage examples
- Issues: GitHub Issues — bug reports and feature requests
- Privacy Policy: meetsquad.ai/privacy-policy
- Squad Platform: meetsquad.ai
🤝 Contributing
Contributions welcome! Pre-commit hooks run biome and vitest automatically. Please ensure:
pnpm formatpasses (biome)pnpm buildcompiles without errorspnpm testpassespnpm codegen:checkpasses if you touched GraphQL operations- All tools include safety annotations
📄 License
MIT
🔗 Links
- Squad MCP Documentation — complete setup and integration guide
- Squad Platform
- MCP Specification
- Issue Tracker
GraphQL codegen
Backend access is typed via GraphQL Code Generator. schema.graphql is a
committed snapshot of the Squad platform API schema; src/gql/ is generated
from it plus the operation documents in src/graphql/.
- Refresh the snapshot: copy
packages/graphql/src/schema/generated.graphqlfrom the API repo overschema.graphql(or setSQUAD_GRAPHQL_URLto introspect a live endpoint), then runpnpm codegen. - CI runs
pnpm codegen:checkand fails whensrc/gql/is stale.
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