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MCP server for Meta Council — multi-expert AI decision intelligence

Project description

Meta Council MCP Server

Let any MCP-compatible AI agent convene expert panels on Meta Council.

Hosted Streamable HTTP

The production MCP resource URL is https://meta-council.com/mcp (JSON-RPC 2.0 over stateless MCP Streamable HTTP). No local package or clone is required for the hosted transport:

# Claude Code
claude mcp add --transport http meta-council https://meta-council.com/mcp \
  --header "Authorization: Bearer mc_your_key_here"

Get an mc_ key at meta-council.com → Settings → Developer API Keys. Only four catalog tools are anonymous: list_panels, list_agents, list_workflows, and get_agent_detail. Query-bearing tools such as recommend_panel, private artifacts such as get_visualization, and every run, settings, clinical, or outreach tool require a key with the relevant scope.

The repository contains the hardened transport described here. Do not treat documentation or source state as proof that a particular release is deployed; see docs/ENTERPRISE_READINESS.md for the production verification gates and current compliance posture.

Claude Desktop

The hosted endpoint currently authenticates with static scoped API keys; MCP OAuth protected-resource discovery is not implemented yet. A Claude Desktop custom connector that requires OAuth will therefore not complete authorization. Until OAuth is shipped and verified, bridge the HTTP endpoint through mcp-remote in ~/Library/Application Support/Claude/claude_desktop_config.json:

{
    "mcpServers": {
        "meta-council": {
            "command": "npx",
            "args": ["-y", "mcp-remote", "https://meta-council.com/mcp",
                     "--header", "Authorization: Bearer ${MC_API_KEY}"],
            "env": {"MC_API_KEY": "mc_your_key_here"}
        }
    }
}

Other MCP clients

Cursor, Windsurf, and anything else that speaks MCP over HTTP: URL https://meta-council.com/mcp, header Authorization: Bearer mc_your_key_here. Clients that only speak stdio can use the same mcp-remote bridge as above. The hosted server is published in the official MCP Registry as com.meta-council/decision-intelligence version 1.3.0. Configure the URL and scoped key explicitly because the Registry listing does not provision credentials.

stdio adapter (source-only / development)

The repository also ships a source-run stdio adapter (mcp/server.py) with 32 tools, including configuration and outreach writes, plus three resources and three prompts. It calls the Meta Council REST API; it does not replace the Meta Council backend.

pip install mcp
export META_COUNCIL_API_KEY="mc_your_key_here"   # meta-council.com > Settings > Developer API Keys
claude mcp add meta-council -- python /path/to/meta-council/mcp/server.py

Note: meta-council-mcp is not published on PyPI. pip install mcp installs the upstream MCP SDK dependency, not Meta Council. Use the hosted endpoint or run this repository's adapter from source.

Claude Desktop with the stdio server:

{
    "mcpServers": {
        "meta-council": {
            "command": "python",
            "args": ["/path/to/meta-council/mcp/server.py"],
            "env": {
                "META_COUNCIL_API_KEY": "mc_your_key_here"
            }
        }
    }
}

Hosted transport details (raw JSON-RPC)

Any server-to-server client that can send an HTTP POST can talk to Meta Council directly—no MCP client library is required. Browser clients additionally need an explicitly allowed Origin and compatible CORS response handling:

POST https://meta-council.com/mcp
Content-Type: application/json
Accept: application/json
Authorization: Bearer mc_your_key_here      # see below

Standard MCP methods are supported: initialize, tools/list, tools/call, ping. The server negotiates MCP 2025-11-25, 2025-06-18, or 2025-03-26. Send the negotiated version in MCP-Protocol-Version on requests after initialization. The implementation is stateless: it returns one JSON response per POST and does not issue an MCP-Session-Id or expose a standalone SSE stream.

Auth uses an mc_ API key in Authorization: Bearer ... (preferred) or X-API-Key. New keys have explicit scopes and an expiry (90 days by default, configurable from 1–365 days); the raw key is shown only once. Create narrow keys and rotate them before expiry.

Initialize:

curl -s https://meta-council.com/mcp \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json' \
  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-11-25","capabilities":{},"clientInfo":{"name":"curl","version":"1"}}}'

List the tools:

curl -s https://meta-council.com/mcp \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json' \
  -H 'MCP-Protocol-Version: 2025-11-25' \
  -d '{"jsonrpc":"2.0","id":2,"method":"tools/list"}'

Call an anonymous catalog tool:

curl -s https://meta-council.com/mcp \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json' \
  -H 'MCP-Protocol-Version: 2025-11-25' \
  -d '{"jsonrpc":"2.0","id":3,"method":"tools/call",
       "params":{"name":"list_panels","arguments":{}}}'

Start a council (requires councils:run):

curl -s https://meta-council.com/mcp \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json' \
  -H 'MCP-Protocol-Version: 2025-11-25' \
  -H 'Authorization: Bearer mc_your_key_here' \
  -d '{"jsonrpc":"2.0","id":4,"method":"tools/call",
       "params":{"name":"run_council","arguments":{"query":"...","panel":"auto"}}}'

run_council, run_workflow, and score_locus_case return a session ID immediately by default. Poll with get_session or get_workflow_session. A caller may request wait_seconds from 0–90, but should still handle a running response and poll; long proxy-held requests are not the default.

The hosted HTTP transport exposes a 20-tool read/run surface: council execution (run_council, get_session, get_visualization), discovery (list_panels, list_agents, recommend_panel, get_agent_detail), workflows (list_workflows, run_workflow, get_workflow_session, advance_workflow), LOCUS (score_locus_case, locus_determine_from_scores), get_settings, and outreach reads (list_outreach_campaigns, search_outreach_leads, outreach_analytics, campaign_pipeline_stats, list_campaign_triggers, list_campaign_replies). Configuration writes and outreach writes (sending, campaign/lead CRUD) stay on the stdio server above.

API-key scopes used by hosted MCP

Scope Hosted operations
catalog:read recommend_panel
councils:read get_session, get_visualization
councils:run run_council
workflows:read get_workflow_session
workflows:run run_workflow
workflows:approve advance_workflow
clinical:run LOCUS tools
settings:read get_settings
outreach:read Hosted outreach reporting tools

list_panels, list_agents, list_workflows, and get_agent_detail are anonymous catalog reads. Legacy keys created before scopes were introduced must be rotated; they retain compatibility access until revoked.

Source-run stdio tool surface

The tables below describe the 32-tool stdio adapter. The hosted endpoint exposes the 20-tool subset listed above; in particular, configuration writes and outreach mutations are stdio-only.

Councils

Tool Description
convene_council Submit a question to a panel of AI experts. Returns synthesis with executive summary, risk matrix, and action plan.
list_panels Browse all expert panels (biotech, finance, software, crisis, LOCUS, etc.)
list_agents Browse 290+ expert agents, filterable by domain
get_session Retrieve results from a previous council session
recommend_panel Get the best panel recommendation for your query
get_visualization Fetch a result chart by artifact_id — the spec JSON, plus the SVG markup with include_svg: true. Requires the owning API key.

Workflows (composable multi-step pipelines)

Tool Description
list_workflows Browse available workflow pipelines (each step can run on its own model/provider).
run_workflow Run a pipeline end-to-end; returns each step's model + output and the final synthesis.
get_workflow_session Poll a running workflow for step-by-step progress.
advance_workflow Approve/reject a human checkpoint to advance a paused workflow.

LOCUS (behavioral-health level-of-care automation)

Tool Description
score_locus_case Convene the LOCUS panel on an anonymized adult case; returns a deterministic Level-of-Care determination (composite + override floors applied in code) plus narrative.
locus_determine_from_scores Instant, no-LLM determination from six dimension ratings you already have (1-5 each).

See docs/locus_integration.md for the full LOCUS guide.

Configuration

Tool Description
get_settings Current model preference + configured provider/tool keys.
configure_model Set your preferred LLM model.
configure_provider_key Add an LLM provider API key (anthropic, openai, google, …).
configure_tool_key Add a premium-tool API key (alpha_vantage, tavily, …).
get_agent_detail Full detail on one agent (role, model, tools).

Outreach (sales-pipeline management)

Tool Description
list_outreach_campaigns / create_outreach_campaign / update_outreach_campaign / delete_outreach_campaign Campaign CRUD.
search_outreach_leads / update_lead_status / edit_outreach_email Lead management.
assign_leads_to_campaign / send_outreach_batch / campaign_pipeline_stats Run a campaign.
list_campaign_triggers / create_campaign_trigger / delete_campaign_trigger Automation rules.
list_campaign_replies / outreach_analytics Replies + analytics.

All changes flow through the same backend as the web UI, so they appear live in the dashboard.

Resources & Prompts

Beyond tools, the server exposes 3 MCP resources for browsing — council://panels, council://workflows, council://agents — and 3 prompt templates for common council / LOCUS / workflow flows.

Visualizations

Results ship with charts automatically — nothing to render, no extra calls. When a council completes, the server draws dark-themed SVG charts (per-agent consensus confidence; for LOCUS, dimension ratings with override-floor flags) and stores them alongside the result. Tool responses list them under Visuals, and the raw API/session JSON carries refs like:

{
    "artifact_id": "9f3c…32-hex…a1",
    "svg_url": "/api/viz/9f3c….svg",
    "spec_url": "/api/viz/9f3c….json"
}
  • svg_url — an artifact URL. Artifacts created by authenticated hosted MCP runs are private by default and require the owning identity; an artifact ID is not a bearer capability. Browser clients should fetch it with an Authorization header and render the returned blob rather than placing a key in a query string.
  • spec_url — the chart's underlying data as JSON, for agents that want the numbers rather than the picture. The same owner check applies.
  • get_visualization — fetches both by artifact_id; pass include_svg: true to receive the SVG markup inline. It requires councils:read and verifies the artifact owner.

The same charts appear on the session page at meta-council.com.

Example Usage (from Claude Code)

"Convene the biotech panel to analyze whether we should proceed with our Phase IIb trial given the marginal endpoint miss."

The hosted transport calls run_council; the source-run stdio adapter calls convene_council. Both return the council result through their respective asynchronous/polling flow.

"Score this LOCUS case using synthetic or properly de-identified data. What level of care?"

Claude calls score_locus_case and returns the deterministic level (e.g. "Level 5 — Medically Monitored Residential") with the override audit trail.

Environment Variables

Variable Default Description
META_COUNCIL_API_KEY (none) Your API key from meta-council.com. Only the four catalog tools can work without it; runs, recommendations, session/artifact reads, settings, clinical, and outreach operations require an appropriately scoped key.
META_COUNCIL_URL https://meta-council.com Server URL (for self-hosted)

Self-Hosted

Point to your own Meta Council instance:

export META_COUNCIL_URL="http://localhost:8080"
export META_COUNCIL_API_KEY="mc_your_local_key"

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