Provides live project context within Slack, enabling developer teams to check service health, manage checkpoints, recall team decisions, search code, and receive AI-powered task suggestions, all through natural language commands and MCP integration.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@Perseus for Slack check service health"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Perseus brings live project context into Slack via MCP — answering "what's running?", "what did we decide?", and "where's that code?" so developer teams ship faster without leaving chat.
Built for the Slack Agent Builder Challenge 2026 (New Slack Agent track) using Perseus MCP server integration.
@perseus services — check service health from Slack
@perseus health — workspace health report (stale checkpoints, duplicate work)
@perseus checkpoint <task> / @perseus recover — save session state, let anyone on the team pick it up
@perseus suggest [task] — AI task recommendation via Pythia (local LLM optional, honestly labeled)
@perseus session [N] — recent session digests
@perseus memory <topic> — recall team decisions and context
@perseus search <query> — find code across the project
@perseus onboard — new team member context dump
@perseus ask <question> — natural language project queries
Related MCP server: graqle
Dual transport: read-only queries go over MCP; state-changing verbs and the Pythia suggestion engine go through the Perseus CLI.
Slack User → Slack Agent (Bolt) ─┬─ MCP (JSON-RPC 2.0 / HTTP) → Perseus MCP server
│ ├── perseus_services (health)
│ ├── perseus_get_health (drift, stale/dupe checkpoints)
│ ├── perseus_memory (Perseus Vault recall)
│ ├── perseus_session (session digests)
│ ├── perseus_read (file inspection)
│ ├── perseus_list ─┐ code search:
│ ├── perseus_read ─┘ enumerate + grep (client-side)
│ └── ... 31 tools, auto-generated from the directive registry
└─ CLI subprocess → perseus checkpoint / recover / suggest
└── suggest --llm → any OpenAI-compatible endpoint (optional)The Slack challenge requires MCP server integration, Slack AI, or Real-Time Search. Perseus ships as a production MCP server whose directive registry auto-generates 31 tools (measured via tools/list) with zero per-tool schema wiring — we're wiring real infrastructure into Slack, not building a toy.
@perseus suggest runs Pythia, the Perseus tool oracle. Two modes, always labeled in the Slack response so nobody mistakes one for the other:
Mode | When | What you see |
⚡ Live LLM |
| Model's recommendation + provider/model footer |
📊 Deterministic | no LLM configured | Keyword-ranked top skills + "no LLM configured" footer |
Any OpenAI-compatible endpoint works — all CPU-friendly options:
# Ollama (easiest): ollama pull llama3.2:3b
PERSEUS_LLM_PROVIDER=ollama PERSEUS_LLM_MODEL=llama3.2:3b PERSEUS_LLM_URL=http://localhost:11434
# llama.cpp / LM Studio / Lemonade / vLLM — anything serving /v1/chat/completions
PERSEUS_LLM_PROVIDER=openai-compat PERSEUS_LLM_MODEL=<model-id> PERSEUS_LLM_URL=http://localhost:1234pip install -r requirements.txt
pip install perseus-ctx # Perseus MCP server + CLI
# 1. Start the Perseus MCP server from your project directory
perseus mcp serve --transport sse --port 8420 # set mcp.sse_bearer_token in config.yaml
# 2. Run the Slack agent
cp .env.example .env # fill in SLACK_BOT_TOKEN, SLACK_APP_TOKEN, PERSEUS_MCP_TOKEN
python src/app.py├── src/ # Slack Bolt agent (Python)
│ ├── app.py # Main app, mentions + slash commands
│ ├── mcp_client.py # MCP client (Perseus server)
│ ├── handlers.py # Intent routing
│ └── blocks.py # Slack Block Kit formatters
├── demo/ # Demo video script + transcript
├── docs/ # Architecture docs + submission
└── assets/ # Architecture diagramChallenge: Slack Agent Builder Challenge
Track: New Slack Agent (MCP server integration)
Deadline: July 13, 2026
Prize: $42,000 + Dreamforce trip
MIT — LICENSE
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Surface customer & prospect context from Slack, email, transcripts and tickets in any MCP client.
One shared context your team's AI tools read & write over MCP. No re-explaining. Free.
A MCP server built for developers enabling Git based project management with project and personal…
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