Decision intelligence for product teams. Turn scattered feedback into signal you can act on.
ai.meetsquad/squad MCP Server
The ai.meetsquad/squad MCP server is a remote Model Context Protocol (MCP) server that integrates Squad (an AI product feedback intelligence platform) into MCP-compatible AI workflows. It connects Squad to assistants such as Claude and ChatGPT, aiming to convert scattered user feedback into structured signals, insights, actions, and briefs.
๐ ๏ธ Key Features
Remote MCP server
Integrates Squad into AI workflows
Ingests feedback continuously
Clusters feedback into signals
Distills signals into insights
Links insights to actions and goals
๐ Use Cases
Transform raw user feedback into actionable product signals
Produce insights that can drive product actions and briefs
Support workflows using Claude, ChatGPT, or other MCP-compatible assistants
โก Developer Benefits
Avoid context switching by keeping feedback-to-brief flow inside AI workflows
Use Squad through an MCP-compatible interface
Organize feedback into signals, insights, actions, and briefs
โ ๏ธ Limitations
No additional tool count, commands, or operational constraints are provided in the available data.
A remote MCP server that brings Squad โ the AI product feedback intelligence platform โ 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 โ read the evidence behind a decision, capture new feedback, and generate briefs from your assistant.
๐ Quick Start
For Users
Connect Squad to your AI assistant in seconds:
Claude Code:
bash
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 โ OAuth configuration is automatically discovered via the server's .well-known/oauth-protected-resource metadata (which points clients at PropelAuth as the authorization server).
๐ Usage Examples
See USAGE_EXAMPLES.md for detailed real-world examples. A few things you can ask:
Triage feedback โ "Capture this support ticket in Squad and tell me if it's a known theme."
Weekly review โ "Run my weekly product review: what changed and what needs deciding?"
Ground the evidence โ "Show me the customer signals behind insight IN-42."
Draft a brief โ "Generate a brief for action AC-12."
Search everything โ "Find all feedback related to onboarding friction."
Ground a ticket โ "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
Tools
The server exposes 30 tools. Write tools require a token minted with the write:workspace scope; read tools only need read:workspace.
list_workspaces โ List every organisation and workspace you can access, with the current selection marked.
select_workspace โ Select which organisation and workspace subsequent tools operate on.
get_workspace_overview โ One-call orientation: mission and description, top goals, recent signal activity, evidence-chain health, and open work counts.
update_workspace โ Update the current workspace's name, description, mission statement or logo.
list_members โ People in the current organisation with their user IDs.
search โ Keyword search across signals, insights, actions, goals, documents and clusters.
get_entity โ Fetch any entity by display ID (SI-1, IN-1, AC-1, GL-1, BR-1, DC-1, CL-1) or UUID. Also how you check on async work.
list_signals โ Browse raw feedback signals with filters for source, type, sentiment, cluster and date range.
find_similar_signals โ Semantically related signals for a given signal โ "has anyone else said this?".
list_clusters โ Browse signal clusters (recurring themes in feedback) with sizes and labels.
get_cluster โ A cluster's label, stats, member signals and linked insights.
list_insights โ Browse distilled insights ranked by combined score, with category/score/status filters or scoped to a goal.
list_actions โ Ranked actions (what the evidence says to do next) filtered by status, assignee, priority or parent insight.
get_action_context โ Everything needed to execute an action in one call: the action, the parent insight, the customer evidence behind it, and the goals it serves.
update_action โ Edit an action's priority, effort, category or notes; assign it; or link it to an insight or brief.
update_action_status โ Move an action through its lifecycle: start, complete, dismiss or snooze.
list_goals โ Strategic goals ordered by importance.
create_goal โ Create a strategic goal.
update_goal โ Update a goal's title, description or importance.
update_insight โ Curate an insight: set category or status, and link/unlink the goal it supports.
dismiss_signal โ Permanently remove a signal from the workspace (noise, spam, or mis-ingested content).
get_activity โ The workspace change feed (humans and Squad agents), newest first.
list_documents โ Browse workspace knowledge documents (and briefs) with their paths and tags.
create_document โ Create a knowledge document from markdown (research summaries, meeting notes, analyses).
update_document โ Replace a document's markdown body and/or title, and manage tags.
list_briefs โ Briefs with their status (building/draft/in_review/finalised/failed) and recommendation.
generate_brief โ Kick off AI generation of a brief from an action or insight.
update_brief_status โ Move a brief through its review lifecycle: draft, in_review, or finalised.
ingest_signal โ Pipe user feedback into the evidence chain (1โ50 items, deduplicated server-side).
list_integrations โ Connected feedback sources for this workspace and their sync health.
Prompts
Ready-made workflows exposed as MCP prompts:
triage-feedback โ check for duplicates, ingest a piece of feedback, and report where it landed.
weekly-product-review โ what changed, what the evidence says, and what needs deciding.
draft-decision-brief โ generate a brief from an action or insight and walk it to a readable draft.
ground-this-ticket โ 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 โ the current workspace's mission and product context.
squad://goals โ the workspace's strategic goals with importance rankings.
Tool Capabilities
โ Safety annotations (readOnlyHint / destructiveHint) on every tool
โ Structured Zod input schemas
โ User- and workspace-isolated data access via OAuth
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).
๐ ๏ธ 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
bash
# Clone repository
git clone https://github.com/the-basilisk-ai/squad-mcp.git
cd squad-mcp
# Install dependencies
pnpm install
# Configure environmentcp .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
โ
OAuth 2.1 client credentials for token introspection
PROPELAUTH_API_KEY
โ
Backend integration key for minting service JWTs
SQUAD_ENV
dev or production (default production) โ 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
bash
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
bash
# Check health
curl http://localhost:3232/health
# Check OAuth discovery
curl http://localhost:3232/.well-known/oauth-protected-resource
# Check server-card discovery (SEP-2127)
curl -H 'Accept: application/mcp-server-card+json' \
http://localhost:3232/mcp/server-card
curl http://localhost:3232/.well-known/ai-catalog.json
# Test with the built-in inspector
pnpm dev # then open the inspector and connect to http://localhost:3232/mcp
Publishes SEP-2127 discovery documents: a Server Card at https://mcp.meetsquad.ai/mcp/server-card and an AI Catalog at https://mcp.meetsquad.ai/.well-known/ai-catalog.json, both public, cacheable and built from server.json
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.graphql
from the API repo over schema.graphql (or set SQUAD_GRAPHQL_URL to
introspect a live endpoint), then run pnpm codegen.
CI runs pnpm codegen:check and fails when src/gql/ is stale.
Install
Remote endpoint
Streamable HTTP
Hosted server - connect over the network, no local install.