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

Project description

Bicameral — without vs with

Bicameral logo

Bicameral MCP

PyPI version Python License: MIT CI

AI agents ship code fast. They forget what your team agreed — and requirement gaps surfaced mid-implementation are buried under thousands of lines of code.

Bicameral MCP is a spec compliance layer for AI-assisted engineering. Local-first; runs as an MCP server. It ingests your meeting transcripts, PRDs, and Slack threads, captures any mid-implementation decision that was not discussed, to be ratified async by your product owner, and pins each one to the code that implements it — so your agent finds out the moment it drifts from either the written spec or the spoken one.


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

Nightly channel (design partners)

Design partners opt into the nightly build to receive bug fixes the day they land on dev, ahead of the stable release on main. Nightlies use a CalVer scheme (YYYY.M.D.devHHMMSS, e.g. 2026.5.16.dev011742) deliberately orthogonal to stable's semver — stable progresses by cherry-pick from dev, so anchoring nightlies to "next patch above stable" would be a fiction. pip and uv skip dev releases by default, so a plain pip install bicameral-mcp never picks one up unintentionally.

Step 1 — install with pre-releases enabled:

# uv
uv tool install bicameral-mcp --prerelease=allow

# pip
pip install --pre --upgrade bicameral-mcp

Step 2 — flip your repo's channel to nightly so bicameral.update tracks the nightly version pointer instead of the stable one. Edit .bicameral/config.yaml:

channel: nightly  # was: stable

With channel: nightly, bicameral.update reads the developer-curated RECOMMENDED_NIGHTLY_VERSION file on the dev branch and offers to upgrade to it. Every nightly publishes to PyPI, but the pointer file is only bumped when a maintainer judges the nightly worth surfacing — major bugfix, schema migration, new tool field — so pilots aren't notified on every cron tick. See docs/DEV_CYCLE.md §6.9 for the bump heuristic. Stable (channel: stable) queries PyPI's info.version directly — the dev → main release-PR process is the curation lever there. The two channels use deliberately incompatible version schemes (CalVer for nightly, semver for stable), so bicameral.update never tries to cross-upgrade you from one channel to the other; flipping the channel: field in your config is the only way to switch.

To roll back to stable: flip channel: stable in your config, then:

pip install --upgrade --force-reinstall bicameral-mcp

Nightlies are best-effort: the test suite has passed at PR-to-dev merge time, but they skip the supply-chain signing ceremony (cosign, SBOM attestation) that stable releases ship with. If you need a signed artifact for compliance review, stay on stable.


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

See it in motion — the loop in three beats:

1. Ingest (PM or dev). A transcript, PRD, or Slack thread comes in; bicameral extracts decisions and writes them to the ledger.

https://github.com/user-attachments/assets/e74ae39f-dd99-485b-8122-8c5211478eb1

2. Preflight (auto). Before the agent edits code, bicameral surfaces prior decisions, drifted regions, and open questions for the file in scope.

https://github.com/user-attachments/assets/8a0fdfb8-fc9a-49fc-9521-e5b5faf8646a

3. Ratify async (product owner). The product owner reviews captured proposals and ratifies or rejects them on their own cadence. Drift tracking activates on ratification.

https://github.com/user-attachments/assets/206e269e-49d6-407d-b338-ab3f2a2c70ec

Star Bicameral MCP on GitHub


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)
skills/bicameral-*/SKILL.md Canonical slash-command definitions (.claude/skills/bicameral-* are symlinks for the Claude Code resolver — never edit directly)

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, ledger export, availability stance) is in docs/policies/; reporting + supply-chain attestation in SECURITY.md.


License

MIT

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