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Decision ledger MCP server — ingests meeting transcripts, maps decisions to code, tracks drift

Project description

Bicameral — without vs with

Star Bicameral MCP on GitHub Bicameral logo

Bicameral MCP

PyPI version Python License: MIT CI

A local-first MCP server that ingests your meeting transcripts, PRDs, and Slack threads, maps every decision to the code that implements it, and surfaces alignment gaps to your AI agent — before they become bugs.


Quickstart

# Recommended: uv (single static binary, no Python prerequisite)
curl -LsSf https://astral.sh/uv/install.sh | sh    # one-line install if you don't have uv
uv tool install bicameral-mcp
bicameral-mcp setup
# Alternative: plain pip (installs into your current Python env)
pip install bicameral-mcp
bicameral-mcp setup
# Windows: substitute the uv installer line with PowerShell
powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"

The setup wizard detects your repo, registers the MCP server with Claude Code, installs a git hook that auto-syncs the ledger after every commit, and adds a session-end hook that catches mid-session decisions you didn't explicitly ingest. Restart Claude Code and you're done.

Verify:

bicameral-mcp --smoke-test

How It Feels

Before implementing a feature, your agent runs bicameral.preflight and surfaces:

(bicameral surfaced — checking Stripe webhook context)

📌 3 prior decisions in scope:
  ✓ Idempotency via Redis SETNX with 24h TTL
    src/middleware/idempotency.ts:checkIdempotencyKey:42-67
    Source: Sprint 14 planning · Ian, 2026-03-12

  ⚠ DRIFTED: Trust Stripe event.created, not server time
    src/handlers/webhook.ts:processEvent:80-92
    Drift evidence: switched to Date.now() in PR #287

~ 1 AI-surfaced question (no human source yet):
  • Should we deduplicate by event.id or (account_id, event.id)?
    Source: Slack #payments 2026-03-20

At any time, the dashboard gives you the full picture:

Bicameral Dashboard


Solo or Team mode

Bicameral runs in two modes; the setup wizard asks you which one at install time.

Solo Team
Best for Individual builders; small projects with one decision-maker Multiple people writing decisions for the same codebase (PMs, designers, multiple engineers)
Where decisions live Local SurrealDB at .bicameral/ledger.db; not shared One append-only <your-email>.jsonl per teammate; replicated via a remote substrate you provision
Who can ingest You Anyone on the shared substrate (PM ingests a PRD, dev pulls and surfaces it on preflight)
What gets shared Nothing leaves your machine Decision payloads, canonical IDs, signoffs. No source code
How replication works N/A Pull-only on tool invocation (~30 s freshness). No daemons, no webhooks, no central server
Failure if remote is down N/A Falls back to local; resync next call. No blocking

Team-mode remote substrate

Team mode replicates events through a substrate you provision and own — nothing routes through a Bicameral-operated server, and your decision data never crosses our infrastructure. The wizard supports two backends:

Backend Substrate Setup
Google Drive (default) A folder in your team's Google account. Each teammate writes to their own <email>.jsonl; everyone reads the rest. 3-minute one-time OAuth client setup, then Create-or-Join in the wizard.
Local folder (advanced) A directory mounted on every teammate's machine (NFS, Dropbox, syncthing). One prompt for the path.

S3, Dropbox-native, and Box backends are on the roadmap but not yet shipped — we deliberately ship Drive first, validate the model with paying teams, then extend.

The Drive integration is scoped to drive.file — the Bicameral CLI on your machine can only touch files it creates inside the team folder; the rest of your Drive (other folders, Google Docs, shared files) is invisible to the CLI. Decision data flows your-CLI ↔ Google directly; Bicameral the company does not receive copies of your files. We do see aggregate OAuth telemetry (API request counts, OAuth consent records — not contents) as the OAuth app publisher, the same way any OAuth-using tool's vendor does. Token cache lives at ~/.bicameral/google-drive-token.json, mode 0600. Full security posture and operator walkthrough: docs/team-mode-setup.md.


Slash Commands

After setup, Claude Code gets these slash commands:

Command When to use
/bicameral-ingest Paste a transcript, PRD, or Slack thread to track its decisions
/bicameral-preflight Surface relevant decisions and drift before implementing
/bicameral-history See all tracked decisions grouped by feature area
/bicameral-dashboard Open the live decision dashboard in your browser
/bicameral-reset Wipe and replay the ledger (emergency use)

The agent also fires these automatically — preflight before any code change, ingest when you paste a document.


What setup writes to your repo

File What it is
.mcp.json MCP server config for Claude Code
.bicameral/config.yaml Mode (solo/team), guided-mode flag, and (in team mode) team.backend + team.folder_id/team.remote_root + team.role
.bicameral/ledger.db Local SurrealDB decision ledger (solo mode)
.bicameral/events/<email>.jsonl Append-only event log per teammate (team mode)
~/.bicameral/google-drive-token.json Drive OAuth token cache, mode 0600 (team mode + Drive backend only)
.gitignore entry Ignores .bicameral/ in solo mode
.claude/settings.json PostToolUse hook (auto-sync after commits) + SessionEnd hook (capture mid-session decisions)
.claude/skills/bicameral-*/SKILL.md Slash commands

All data stays local. The embedded SurrealDB runs in-process — no separate server.


MCP Tools Reference

13 tools across two categories

Decision Ledger

Tool Purpose
bicameral.ingest Ingest a transcript, PRD, or Slack export into the ledger
bicameral.preflight Pre-flight: surface prior decisions and drift before coding
bicameral.search Search past decisions by topic
bicameral.brief Full brief for a feature area (decisions, drift, divergences, gaps)
bicameral.history Read-only snapshot of all decisions grouped by feature
bicameral.link_commit Sync a commit — update content hashes, re-evaluate drift
bicameral.drift Detect drift for decisions touching a specific file
bicameral.judge_gaps Run the business-requirement gap rubric on a topic
bicameral.resolve_compliance Write back caller-LLM compliance verdicts
bicameral.ratify Record product sign-off on a decision
bicameral.update Check for and apply recommended version updates
bicameral.reset Wipe the ledger for the current repo (dry-run by default)
bicameral.dashboard Start the local dashboard server and return its URL

Code Locator

Tool Purpose
validate_symbols Fuzzy-match symbol name hypotheses against the code index
get_neighbors 1-hop structural graph traversal (callers, callees, imports)

Privacy & Compliance

We take privacy seriously. Bicameral runs entirely on your laptop — code, decisions, and transcripts never leave the machine unless you explicitly opt into team mode (which only shares an append-only event file via your existing git remote). Telemetry is anonymous integers + tool names only — opt out with BICAMERAL_TELEMETRY=0. The full posture (host-trust model, acceptable use, install-trust model, audit log, diagnose output, availability stance) is in docs/policies/; reporting + supply-chain attestation in SECURITY.md.


License

MIT

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