PrivacyQuant (LQ)

Research, draft, and cite US state consumer privacy law — inside Claude or any compatible AI assistant.

US State Privacy MCP CCPA/CPRA DSAR DPA Drafting Privacy Notices Enforcement Research Legislative Monitoring Citation QA Risk Scoring

For attorneys: what this is and how to use it

PrivacyQuant gives your AI assistant accurate, citable knowledge of US state consumer privacy laws — all 20 statutes, from CCPA/CPRA to the newest state laws. Instead of relying on the AI's general training (which may be out of date or imprecise), every answer pulls from a curated library of law that is locked to a specific version and carries a traceable citation.

In plain terms: you ask Claude a privacy law question, and PrivacyQuant supplies the answer from the actual statutory text — with the statute name, section number, and version reference included. The output is a draft for your review, not legal advice.

What you can do with it

Task	What to ask Claude
Check if a law applies	"Does California privacy law apply to my client? Their revenue is $45M and they process data for 90,000 California residents."
Multi-state compliance	"My client operates in CA, VA, TX, and CO. What is the strictest rule on sensitive data consent across those states?"
Review a contract clause	"Review this data processing agreement clause against CCPA and Virginia law." (Paste the clause.)
Draft contract language	"Draft a deletion-right provision for a DPA covering California and Maryland."
Draft a privacy notice	"Draft a notice at collection for a California and Colorado consumer-facing website that sells user data."
Respond to a consumer request	"A California resident submitted a deletion request today. What are the deadlines and steps?"
Research enforcement	"Find enforcement actions involving GPC non-compliance and dark-pattern opt-outs in California."
Assess risk exposure	"Score the privacy risk for a company selling consumer data in CA, VA, and TX without honoring opt-out signals."
Generate a client memo	"Generate a compliance memo for Acme Corp operating in CA, VA, CO, TX, and MD with $40M revenue."

Every response includes the statute name, section number, and version identifier so you can verify the source. Claims that come from general reasoning rather than the library are flagged [verify — not from graph].

All output is a draft for review by qualified counsel. PrivacyQuant is a research and drafting aid, not a substitute for legal judgment or an attorney admitted in the relevant jurisdiction.

How to load PrivacyQuant

Option 1 — Claude Code (self-hosted)

If you want to run PrivacyQuant locally from your own machine:

git clone https://github.com/foolish-bandit/privacyquant
cd privacyquant/mcp-server && npm install && npm run build

Claude Code will detect the configuration file in the repository and connect automatically.

Option 2 — Codex or another AI assistant

See the Installation section below for Codex setup and instructions for any other MCP-compatible AI assistant.

Works with

Client	How
Claude Code	Plugin marketplace (two commands above) or `.mcp.json` auto-loaded by Claude Code
Codex	`.codex-plugin/plugin.json` plugin manifest + `.codex-mcp.json` MCP config + `skills/` instructions
Any MCP-compatible client	Run the server directly: `npx tsx mcp-server/src/index.ts`

What PrivacyQuant does (technical overview)

PrivacyQuant is a structured, versioned legal workflow system. Every statutory requirement, consumer right, deadline, and threshold is stored as an individually citable entry locked to a specific version of the law. When you cite a PrivacyQuant node, you are citing a specific version of the statute — not a model's recollection of it.

The 18 tools expose deterministic workflows across these areas:

Workflow	Tools
Applicability analysis	`pq_check_applicability` — determines which state laws apply given revenue, consumer count, and sale-revenue thresholds
Multi-state conflict resolution	`pq_resolve_conflict`, `pq_resolve_conflict_nodes` — synthesizes the compliance ceiling across applicable states
DPA clause review	`pq_check_clause` — returns GREEN / YELLOW / RED verdicts with redlines against statutory requirements
DPA clause drafting	`pq_draft_dpa_clause`, `pq_draft_dpa_clause_deterministic` — first-draft DPA language from node IDs
Privacy notice drafting	`pq_draft_notice_clause` — notice at collection, full privacy notice, opt-out, sensitive data, financial incentive, AI training
DSAR routing	`pq_dsar_router`, `pq_route_dsar_workflow` — right existence, deadline, appeal requirement, step-by-step checklist
Enforcement research	`pq_find_precedent` — 84 curated enforcement actions searchable by violation theory, state, industry
Risk scoring	`pq_score_privacy_risk` — deterministic 0-100 exposure score with component breakdown and remediation priorities
Citation auditing	`pq_audit_citations` — flags uncited claims, unresolved placeholders, and suspicious section numbers in work product
DOCX memo generation	`pq_generate_memo`, `pq_memo_from_analysis` — formal client-ready compliance memo with cover, disclaimer, TOC, and appendix stubs
Legislative monitoring	`pq_watch_legislation` — active privacy bills in covered states via Open States / Plural API
Statutory graph access	`pq_fetch_requirement`, `pq_search_requirements`, `pq_list_statutes` — direct node retrieval and search

Sixteen of the eighteen tools require no LLM and no external API.

What it is not

Legal advice or a substitute for qualified counsel
A court-record database (see CONNECTORS.md for CourtListener pairing)
An automatically-updated law tracker — nodes reflect law at node version dates
Proof of compliance with any applicable statute
A cloud SaaS product — it runs as a local STDIO MCP server you host yourself
A GDPR, HIPAA, GLBA, FCRA, COPPA, FERPA, BIPA, or state AI law engine (see scope exclusions)

At a glance


Statutory nodes	146 across 20 statutes
MCP tools	18
Deterministic tools	16 (no LLM, no external API)
LLM-dependent tools	`pq_check_clause`, `pq_draft_dpa_clause` (require `ANTHROPIC_API_KEY`)
Live API tools	`pq_watch_legislation` (requires `OPENSTATES_API_KEY`)
Enforcement corpus	84 actions, v2.3, 48 violation-theory tags
Statutes	CCPA/CPRA, VCDPA, CPA, CTDPA, UCPA, TDPSA, OCPA, MCDPA, ICDPA, INCDPA, TIPA, DPDPA, NJDPA, NHDPA, NDPA, KCDPA, MODPA, MCDPA-MN, RIDTPPA, FDBR

Tool index

Core statutory graph

Tool	Purpose
`pq_fetch_requirement`	Fetch a node by exact ID. Returns full statutory text, exceptions, cross-refs, and source URL.
`pq_search_requirements`	Search nodes by keyword or pasted contract clause text. Signal terms are extracted automatically from clause text.
`pq_list_statutes`	List all covered statutes and their node IDs.

Applicability

Tool	Purpose
`pq_check_applicability`	Determine which state privacy laws likely apply based on revenue, consumer count, and sale-revenue thresholds. Returns Applies / Likely Applies / Does Not Apply / Insufficient Info per statute. Deterministic.

Conflict resolution

Tool	Purpose
`pq_resolve_conflict`	Multi-state compliance-ceiling synthesis across 12 dimensions using curated static rules.
`pq_resolve_conflict_nodes`	Same analysis enriched with live statutory node evidence, requirement excerpts, and section citations from the loaded graph.

Clause review and drafting

Tool	Purpose
`pq_check_clause`	Review a DPA or contract clause against statutory requirements. Returns GREEN / YELLOW / RED verdicts with gap analysis and suggested redlines. Requires `ANTHROPIC_API_KEY`.
`pq_draft_dpa_clause`	Generate first-draft DPA clause language from multiple statutory node IDs. Inverse of `pq_check_clause`. Requires `ANTHROPIC_API_KEY`.
`pq_draft_dpa_clause_deterministic`	Template-based first-draft DPA clause from a single node ID. No LLM, no API key. Use when you need draft language immediately from one node.
`pq_draft_notice_clause`	Draft privacy notice language from processing facts. Supports notice at collection, full privacy notice, opt-out disclosure, sensitive data notice, financial incentive, and AI/LLM training disclosure. Deterministic.

DSAR routing and workflow

Tool	Purpose
`pq_dsar_router`	Route a consumer rights request: whether the right exists, deadline, appeal requirement, and node references.
`pq_route_dsar_workflow`	Convert a received consumer request into a step-by-step operational checklist with calculated deadlines, verification guidance, and processor handoff steps.

Enforcement and risk

Tool	Purpose
`pq_find_precedent`	Search the enforcement corpus for analogous actions by violation-theory tag, free-text query, state, and industry. Returns settlement amounts, factual patterns, and operational lessons. Deterministic.
`pq_score_privacy_risk`	0-100 privacy exposure triage score with band, component breakdown, regulator-interest notes, remediation priorities, and analogous precedents. Deterministic.

Legislative monitoring

Tool	Purpose
`pq_watch_legislation`	Search Open States / Plural Policy API for active privacy bills in covered states. Requires `OPENSTATES_API_KEY`.

Citation QA

Tool	Purpose
`pq_audit_citations`	Flag citation-discipline issues in privacy-law work product: uncited claims, unresolved placeholders, suspicious section numbers, and unresolvable node references. Deterministic.

Deliverables

Tool	Purpose
`pq_generate_memo`	Generate a formal client-ready DOCX privacy compliance memorandum from structured inputs. Includes cover, disclaimer, TOC, entity profile, applicability, status determination, gap analysis, remediation roadmap, cross-cutting recommendations, limitations, next steps, and appendix stubs. Deterministic.
`pq_memo_from_analysis`	Convenience generator that runs `pq_check_applicability` internally and auto-populates the memo's entity profile and applicability sections. Other sections accept optional structured inputs or render as placeholders. Deterministic.

Workflow examples

Applicability-first review

1. pq_check_applicability(annual_revenue_usd: 50000000, consumers_processed: 120000,
                          states_operating: ["CA", "VA", "TX"])
   -> CCPA/CPRA Applies, VCDPA Applies, TDPSA Applies

2. pq_resolve_conflict_nodes(statutes: ["CCPA/CPRA", "VCDPA", "TDPSA"],
                              dimensions: ["sensitive_data_treatment", "uoom_recognition"])
   -> binding rules + node evidence per dimension

3. pq_score_privacy_risk(states: ["CA","VA","TX"], sale_or_sharing: true,
                         universal_opt_out_gap: true)
   -> score: 62 / High — GPC gap is top remediation priority

DPA review and drafting

1. pq_search_requirements(query: "processor contract deletion", statutes: ["CCPA","MODPA"])
   -> ccpa.controller_duties.service_provider_contract, modpa.rights.deletion, ...

2. pq_draft_dpa_clause(node_ids: ["ccpa.controller_duties.service_provider_contract",
                                   "modpa.rights.deletion"], role: "processor")
   -> first-draft DPA clause with coverage summary and practitioner notes

3. pq_check_clause(clause: "<edited clause text>", statutes: ["CCPA","MODPA"])
   -> GREEN / YELLOW / RED per matched node + redlines for gaps

Privacy notice drafting

1. pq_check_applicability(...) -> identifies applicable statutes

2. pq_draft_notice_clause(notice_type: "notice_at_collection",
                           states: ["CA","CO","CT"],
                           sale_or_sharing: true, uses_llm_training: true)
   -> first-draft notice including CT LLM training disclosure (eff. Aug 1, 2026)

3. pq_audit_citations(text: "<final notice text>")
   -> flags any uncited claims before publication

DSAR intake

1. pq_dsar_router(consumer_state: "IA", right_invoked: "correction")
   -> No correction right in Iowa — no obligation to respond

2. pq_dsar_router(consumer_state: "CA", right_invoked: "deletion")
   -> 45-day deadline; no appeal right; node: ccpa.rights.deletion

3. pq_route_dsar_workflow(consumer_state: "CA", right_invoked: "deletion",
                          request_received_date: "2026-05-13",
                          sensitive_data_involved: true)
   -> 9-step checklist; due 2026-06-27; enhanced verification required

Enforcement research

1. pq_find_precedent(tags: ["gpc_not_honored", "dark_pattern_optout"], states: ["CA"])
   -> ca-ag-disney-streaming-2026 ($2.75M), ca-sephora-2022 ($1.2M), ...

2. [CourtListener MCP] search_cases(query: "Disney streaming CCPA opt-out")
   -> full docket record and citation network

3. pq_audit_citations(text: "<draft enforcement memo>")
   -> citation discipline check

Legislative maintenance

1. pq_watch_legislation(states: ["OR","CT","CO"], keywords: ["personal data"])
   -> OR HB 2008 enacted — [verify] ocpa.minors nodes
   -> CT amendment active — [verify] ctdpa.controller_duties nodes

2. Manual review against bill text

3. PR: update YAML node with amended effective date and source URL

Memo deliverable from applicability analysis

1. pq_memo_from_analysis(client_name: "Acme SaaS Corp.",
                         annual_revenue_usd: 40000000,
                         consumers_processed: 150000,
                         revenue_pct_from_sale: 5,
                         states_operating: ["CA","VA","CO","TX","MD"],
                         executive_summary: "Acme SaaS Corp. ...",
                         next_steps: ["Implement GPC ...", "Update contracts ..."])
   -> writes privacyquant-memo-acme-saas-corp-YYYYMMDD.docx with cover,
      disclaimer, TOC, entity profile, applicability (auto-populated from
      pq_check_applicability), placeholder status/gaps/remediation, defaults
      for limitations, and the provided next steps

2. [Attorney review and complete placeholder sections]

3. pq_generate_memo(...)  # re-run with full sections populated for final delivery

Architecture

PrivacyQuant is the product. Claude and Codex are distribution targets. One repo avoids statutory graph and tool version drift between clients — the MCP server and YAML data layer are shared; only the thin client wrappers differ.

privacyquant/
  ├─ mcp-server/               shared MCP tool engine (18 tools, TypeScript)
  ├─ statutes/                 shared statutory graph (146 YAML nodes, 20 statutes)
  ├─ references/               shared reference data (enforcement corpus, workflows, state guides)
  ├─ .claude-plugin/           Claude Code marketplace manifest
  ├─ .codex-plugin/            Codex plugin manifest
  ├─ .mcp.json                 Claude Code / manual MCP config
  ├─ .codex-mcp.json           Codex MCP config
  ├─ skills/                   Codex skill instructions
  ├─ CLAUDE.md                 Claude Code practice profile (auto-loaded by Claude Code)
  └─ scripts/                  Validation and node-generation utilities

Scope exclusions

The following regimes are outside PrivacyQuant's current scope. Flag them when they arise alongside covered state law, then handle the sectoral or AI layer with a separate resource.

GDPR / UK GDPR · HIPAA · GLBA · FCRA · COPPA · FERPA · Illinois BIPA · Washington MHMDA · Colorado AI Act · NYC Local Law 144 · standalone state AI laws

Installation

Claude — plugin (recommended)

/plugin marketplace add foolish-bandit/privacyquant
/plugin install privacyquant@privacyquant

Claude Code — manual / self-hosted

git clone https://github.com/foolish-bandit/privacyquant
cd privacyquant/mcp-server && npm install && npm run build

The repo root contains .mcp.json — Claude Code reads it automatically. The MCP server entrypoint is mcp-server/src/index.ts.

Codex

Option A — Local MCP config

Add the following to ~/.codex/config.toml (replace cwd with the absolute path to your local clone):

[mcp_servers.privacyquant]
command = "npx"
args = ["tsx", "mcp-server/src/index.ts"]
cwd = "/absolute/path/to/privacyquant"
env_vars = ["OPENAI_API_KEY", "ANTHROPIC_API_KEY", "OPENSTATES_API_KEY", "PLURAL_API_KEY"]
startup_timeout_sec = 20
tool_timeout_sec = 120

cwd must be the absolute path to the cloned repository root — relative paths are not supported by the Codex MCP config.

Option B — Bundled plugin

This repository includes Codex plugin files for local or repo-based plugin loading:

.codex-plugin/plugin.json — Codex plugin manifest
.codex-mcp.json — Codex MCP server config (mcp_servers shape)
skills/privacyquant-legal-workflows/SKILL.md — skill instructions

Point your Codex client at the repository root to load the plugin locally. Official public marketplace distribution is not yet configured and can be added later if desired.

Any MCP-compatible client

npx tsx mcp-server/src/index.ts

The server communicates over STDIO using the MCP protocol. Point any MCP-compatible client at this command.

Cowork

Install from the Cowork plugin browser — search privacyquant.

Environment variables

Variable	Required for	Notes
`ANTHROPIC_API_KEY`	`pq_check_clause`, `pq_draft_dpa_clause`	Required only for these two LLM-backed tools. Uses `claude-sonnet-4-20250514`. All 16 other tools are fully deterministic and need no API key.
`OPENAI_API_KEY`	Future OpenAI provider support	Included for forward compatibility. Not currently used unless an OpenAI provider is explicitly configured.
`OPENSTATES_API_KEY` or `PLURAL_API_KEY`	`pq_watch_legislation`	Only needed for legislative monitoring. Free key at open.pluralpolicy.com.

Most PrivacyQuant tools require no API key at all.

Repository structure

privacyquant/
├── statutes/                     146 YAML nodes across 20 statutes
│   ├── schema.yaml               Node schema with all supported fields
│   ├── ccpa/ vcdpa/ cpa/ ...     One directory per statute
├── references/
│   ├── enforcement_actions.json  84 enforcement actions, v2.3, 48 tags
│   ├── fideslang-mapping.yaml    IAB/Fideslang data category crosswalk
│   ├── nist-controls-mapping.yaml  NIST SP 800-53 Rev. 5 crosswalk
│   ├── ag-priorities.md          Regulator priority weighting
│   ├── defense-arguments.md      Litigation defense framing (pairs with pq_find_precedent)
│   ├── federal-overlays.md       HIPAA/GLBA/COPPA/FERPA/FCRA intersection with state law
│   ├── applicability-matrix.md   Master threshold matrix for all 20 states
│   ├── rights-comparison.md      Cross-state consumer rights comparison table
│   ├── controller-duties.md      Cross-state controller obligation comparison
│   ├── sensitive-data.md         Sensitive data categories and treatment by state
│   ├── kids-and-teens.md         Minor/teen provisions and COPPA interaction
│   ├── universal-opt-out.md      GPC/UOOM recognition by state and effective dates
│   ├── enforcement.md            Penalties, cure periods, and enforcement mechanisms
│   ├── states/                   Per-state deep-dive reference files
│   │   ├── ca.md  va.md  co.md   One file per statute (20 total)
│   │   └── ...
│   └── workflows/                Operational workflow guides
│       ├── dsar-routing.md       DSAR intake, routing, and response workflow
│       ├── gap-analysis-method.md  Multi-state compliance gap analysis methodology
│       ├── intake-questionnaire.md  Client intake questionnaire
│       └── status-determination.md  Applicability determination guide
├── assets/
│   ├── memo-template.md          Multi-state privacy compliance memo template
│   ├── applicability-questions.json  Structured intake questions for pq_check_applicability
│   └── notice-clauses/           Privacy notice and consent templates
│       ├── notice-at-collection.md   CA-specific notice-at-collection model clause
│       ├── opt-out-disclosures.md    Multi-state "Your Privacy Choices" disclosures
│       ├── sensitive-data-notice.md  Opt-in / limit-use / MD-ban modules
│       └── financial-incentive.md    CA financial-incentive + CO loyalty-program notices
├── scripts/
│   ├── generate_nodes.py         Node generation utility (see dev notes before use)
│   └── populate_git_hashes.sh    Backfills git_hash fields in all statutes/ YAML nodes
├── .githooks/
│   └── pre-commit                Auto-populates git_hash on commit (requires core.hooksPath)
├── mcp-server/
│   ├── src/index.ts              Entrypoint — all 18 tools registered here
│   └── src/*.ts                  Tool modules
├── docs/
│   ├── TOOLS.md                  Grouped tool reference
│   └── SMOKE_TESTS.md            Example inputs for each tool
├── CLAUDE.md                     Practice profile read automatically by Claude Code
├── CONNECTORS.md                 Companion connector docs (CourtListener, etc.)
├── .claude-plugin/plugin.json    Claude Code marketplace manifest
├── .codex-plugin/plugin.json     Codex plugin manifest
├── .mcp.json                     Claude Code / manual MCP config
├── .codex-mcp.json               Codex MCP config
└── skills/
    └── privacyquant-legal-workflows/SKILL.md  Codex skill instructions

Companion connectors

CourtListener MCP — Free Law Project's official MCP provides access to 18+ million court records, PACER dockets, and citation networks. Pairs with pq_find_precedent to verify citations and expand into full court records. Free API at courtlistener.com.

Ansvar Systems US-law-mcp — Verified text of 130+ US federal statutes from official eCFR and US Code sources (HIPAA, GLBA, COPPA, FTC HBNR, etc.). Use for federal sectoral overlay analysis alongside PrivacyQuant's state-law focus.

See CONNECTORS.md for setup instructions and workflow examples.

Development notes

git_hash population: Each YAML node in statutes/ carries a git_hash field that records the commit hash of the last change to that file, enabling downstream consumers to verify the exact law version they are citing. Run git config core.hooksPath .githooks after cloning to enable automatic population on every commit via the pre-commit hook in .githooks/pre-commit. To backfill all existing nodes manually, run bash scripts/populate_git_hashes.sh. The script is idempotent — re-running it twice produces no changes if nothing was modified.

Tool registration: All 16 tools are registered in mcp-server/src/index.ts before server.connect(...). Do not reintroduce bootstrap monkey-patching. The bootstrap.ts entrypoint has been permanently removed.

Adding a tool: Create a module in mcp-server/src/, import it in index.ts, and add a server.registerTool(...) block. Keep tools deterministic by default. Run npm --prefix mcp-server run build to verify compilation.

Running tests: Run npm test in mcp-server/ to execute the test suite (vitest run). Tests cover corpus integrity, applicability checking, DSAR routing, conflict resolution, loader, and search.

Node authoring: Hand-authored YAML in statutes/ is the source of truth. The scripts/generate_nodes.py generator contains embedded source data that may be stale relative to hand-authored nodes — do not run it without reviewing its embedded data first. Every node requires id, statute, section, requirement, and source_url.

NIST crosswalk: Use references/nist-controls-mapping.yaml to map node IDs to NIST SP 800-53 Rev. 5 control IDs. Do not add nist_controls inline to generated YAML files. The loader merges crosswalk data at runtime.

Contributing

Node updates, enforcement corpus entries, and new tool PRs are welcome.

Node updates: Include the bill number, effective date, and source URL in the PR description.
Enforcement corpus: Follow the v2.3 schema in enforcement_actions.json; include violation_theories from the 48-tag taxonomy.
New tools: Register in index.ts; keep deterministic by default; document in docs/TOOLS.md.

Run npm run validate from mcp-server/ before submitting a PR. The script checks node counts, cross-refs, tool registration counts, enforcement corpus integrity, and required field presence. PRs that break validation will fail CI.

For Codex packaging changes, also run node scripts/validate-codex-plugin.mjs from the repo root to verify that the Codex plugin manifest, MCP config, and skill file are well-formed.

License

MIT — see LICENSE.

Statutory text is public law. Node content is original analytical work product of contributors. IAB/Fideslang taxonomy (CC-BY 4.0). NIST crosswalk data (public domain).

Name		Name	Last commit message	Last commit date
Latest commit History 327 Commits
.claude-plugin		.claude-plugin
.codex-plugin		.codex-plugin
.githooks		.githooks
.github/ISSUE_TEMPLATE		.github/ISSUE_TEMPLATE
assets		assets
docs		docs
mcp-server		mcp-server
references		references
scripts		scripts
skills/privacyquant-legal-workflows		skills/privacyquant-legal-workflows
statutes		statutes
.codex-mcp.json		.codex-mcp.json
.gitignore		.gitignore
.mcp.json		.mcp.json
CLAUDE.md		CLAUDE.md
CONNECTORS.md		CONNECTORS.md
CONTRIBUTING.md		CONTRIBUTING.md
LICENSE		LICENSE
README.md		README.md
SECURITY.md		SECURITY.md
SUBMISSION.md		SUBMISSION.md
config.yml		config.yml
llms.txt		llms.txt
sitemap.xml		sitemap.xml

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Latest commit

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PrivacyQuant (LQ)

For attorneys: what this is and how to use it

What you can do with it

How to load PrivacyQuant

Option 1 — Claude Code (self-hosted)

Option 2 — Codex or another AI assistant

Works with

What PrivacyQuant does (technical overview)

What it is not

At a glance

Tool index

Core statutory graph

Applicability

Conflict resolution

Clause review and drafting

DSAR routing and workflow

Enforcement and risk

Legislative monitoring

Citation QA

Deliverables

Workflow examples

Applicability-first review

DPA review and drafting

Privacy notice drafting

DSAR intake

Enforcement research

Legislative maintenance

Memo deliverable from applicability analysis

Architecture

Scope exclusions

Installation

Claude — plugin (recommended)

Claude Code — manual / self-hosted

Codex

Any MCP-compatible client

Cowork

Environment variables

Repository structure

Companion connectors

Development notes

Contributing

License

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