OpenSEO
Keyword research, site audits, rank tracking and AI visibility for your AI agent.
Search 209k+ US state bills, all 50 states + DC: full text, sponsors, votes, status. Free.
选择你使用的 AI 应用,然后复制设置。
通过 4/4 项检查 · 你的提问会经过开发者的服务器(mcp.billcommons.org) · ✓ 命令已检查 2026年11月13日
第一步:你用哪个 AI?
选择你用的应用,步骤会显示在下方。
可连接 Claude · 约 2 分钟
不需要密钥,不用安装程序 · 在 claude.ai 或桌面应用设置一次,即可在聊天中使用 · 免费账户可添加 1 个 · Team/Enterprise 方案由所有者(Owner)添加
CustomizeConnectors
把这里的内容复制到 Claude 中同名的输入框,然后点击 Continue
Bill Commonshttps://mcp.billcommons.org/mcp在 Claude 检测到的登录设置页点击 Continue · Authentication 按作者说明选择(Sign in now、Sign in when needed 或 No sign in),然后点击 Add
+ConnectorsBill Commons
用 Bill Commons 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Claude 说正在使用 Bill Commons,或回答中出现 Bill Commons 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Anthropic 帮助页面核实 · 你的界面可能因版本略有不同
能否连接 ChatGPT 取决于方案
完整 MCP:网页版 ChatGPT Business、Enterprise 或 Edu · Pro:以读取/获取权限连接,修改数据的工具可能用不了 · Plus:官方文档尚未确认,如果在插件页看到添加自定义 MCP 的选项可以试试 · 仅限网页
Plugins+Add custom MCP server
输入名称,在 Connection 下粘贴地址,勾选风险提示,然后点击 Create as a plugin
Bill Commonshttps://mcp.billcommons.org/mcp开启新聊天,输入前先从插件列表中选择 Bill Commons
用 Bill Commons 告诉我你能帮我做什么,然后做一件给我看✓ 如果 ChatGPT 说正在使用 Bill Commons,或回答中出现 Bill Commons 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 OpenAI 帮助页面核实 · 你的界面可能因版本略有不同
可连接 Claude Code · 约 2 分钟
不需要密钥,不用安装程序
Mac:按 Command+空格,输入 Terminal · Windows:打开 PowerShell
claude mcp add --transport http --scope user bill-commons https://mcp.billcommons.org/mcp应能看到 Bill Commons 在列表中并显示已连接
用 Bill Commons 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Claude Code 说正在使用 Bill Commons,或回答中出现 Bill Commons 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Anthropic 帮助页面核实 · 你的界面可能因版本略有不同
可连接 Cursor · 约 2 分钟
不需要密钥,不用安装程序
用 Bill Commons 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Cursor 说正在使用 Bill Commons,或回答中出现 Bill Commons 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Cursor 帮助页面核实 · 你的界面可能因版本略有不同
可连接 VS Code · 约 2 分钟
不需要密钥,不用安装程序
用 Bill Commons 告诉我你能帮我做什么,然后做一件给我看✓ 如果 VS Code 说正在使用 Bill Commons,或回答中出现 Bill Commons 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 VS Code 帮助页面核实 · 你的界面可能因版本略有不同
其他支持 MCP 的应用(如 Windsurf、Zed、Gemini CLI)添加方式各不相同,请在应用列表中查看
通过网页连接的应用使用的地址
https://mcp.billcommons.org/mcpJSON 设置在下方“开发者专用”中
Claude Code
claude mcp add --transport http --scope user bill-commons https://mcp.billcommons.org/mcpCursor (~/.cursor/mcp.json)
{
"mcpServers": {
"bill-commons": {
"url": "https://mcp.billcommons.org/mcp"
}
}
}VS Code (mcp.json)
{
"servers": {
"bill-commons": {
"type": "http",
"url": "https://mcp.billcommons.org/mcp"
}
}
}这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
依据这个服务器的连接方式和各应用自己的文档,检查于 2026年11月10日。
通过互联网连接,适用于
ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
工具名称和描述与服务器在 2026年11月11日 报告的完全一致。这些内容由作者撰写,不是我们写的;我们以纯文本形式显示。
search_legislationSearch FULL BILL TEXT -- not just known-bill-number lookup. `q` is matched against titles, descriptions, AND ingested document text via Postgres websearch_to_tsquery (supports "quoted phrases", OR, and -exclusion, same syntax as a search engine), with a fuzzy pg_trgm title-simila
get_bill_recordFetch the full record for one bill: metadata, sponsors, subjects, actions, versions, and vote-event summaries. Look up by canonical bill_id (UUID), or by jurisdiction + identifier (+ optional session to disambiguate). For a human bill number like HB 123, use jurisdiction="NC", id
compare_bill_versionsDeterministic diff (unified + structured) between two versions of a bill's extracted text. Defaults to earliest vs. latest texted version if version ids are omitted. Errors if fewer than 2 versions have extracted text. Result is labeled 'derived' (computed by Bill Commons, not an
find_similar_billsFind bills with similar titles via deterministic trigram similarity, across jurisdictions. Labeled 'derived' -- not an official cross-reference or companion-bill designation.
get_vote_detailsFetch vote event(s) with member-level (yes/no/other/absent) vote records. Provide vote_event_id for one vote, or bill_id for all recorded votes on that bill.
trace_legislative_historyFull chronological legislative history for a bill: merged timeline of actions, version publications, and votes, plus related-bill links.
build_legislative_evidence_packetCompile a citation-ready evidence packet for a bill: full official record, legislative history timeline, votes with member-level detail, and hearings -- each explicitly labeled official vs. derived with source URLs. Returns a `how_to_cite` block with a one-line `cite_as` sentence
get_jurisdiction_coverageReturn the jurisdiction_coverage state-machine status for one state (abbreviation or name), or the full stored coverage matrix if state is omitted. Public-registry and unlisted row counts are explicit. Includes bounded retained official-source observation health and evidence link
get_active_sessionsList legislative sessions currently flagged active, optionally filtered by jurisdiction (two-letter state code or name).
list_topicsList Bill Commons' curated cross-state topic trackers (e.g. artificial intelligence, youth online safety, platform accountability, cybersecurity, cryptocurrency, data privacy, local government & preemption) -- the entry point for "what subjects does Bill Commons track across all
search_policy_developmentsSearch Bill Commons' bounded, source-labelled frontier-AI policy registry. This is not a comprehensive global or federal legislative database. It returns only the curated records currently held by the registry, including its coverage statement and retrieval timestamps. Use `juris
get_policy_developmentRetrieve one full, source-labelled policy development by its stable slug. The response can include cited sources, normalized obligations, explicit analysis-only verification mappings, and recorded change history. A null response means only that the slug is absent from this bounde
build_policy_briefBuild a citation-first comparison of one to twelve registry records. The brief preserves the registry's methodology and limitations and does not produce legal advice, compliance determinations, or a claim that the selected set is exhaustive. Supply stable slugs returned by `searc
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月15日
注册名称已通过域名 billcommons.org 验证(注册中心会核实域名所有权)
代码最后更新于2个月前
不适用:由 billcommons.org 的所有者自己运行的云端服务器,你不会运行仓库里的代码
在 70 毫秒内响应(HTTP 200)
无需登录
已读取 13 个工具描述,未发现针对 AI 的隐藏指令
提问、分享技巧或报告无法使用。按“有帮助”数量排序。
还没有评价
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 4 项适用的基础检查中通过了 4 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于2个月前,最新版本(1.0.0)于4个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,因此也能用于接受远程 MCP 的应用,例如网页版 ChatGPT(Business 及以上为完整 MCP;Pro 为只读)。
同一分类中有:OpenSEO, Exa, Mockserver, Microsoft Learn MCP, Docs
同一分类、其他作者、命令已通过检查。官方的排在前面,再按星标排序。
如何看卡片:↓ 每周下载量i★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Keyword research, site audits, rank tracking and AI visibility for your AI agent.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Mock, record/replay, verify and chaos-test any HTTP, REST, gRPC or LLM dependency over MCP.
Official Microsoft Learn MCP Server – real-time, trusted docs & code samples for AI and LLMs.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Bill Commons is a public, open-source legislative search platform covering the current session/biennium for all 50 U.S. states plus DC. It provides a web search UI, a REST API, an MCP (Model Context Protocol) server, and a public status/coverage page. Public infrastructure first: no paywall on ordinary search or reasonable API use — anonymous callers get a generous daily cap (2,000 requests/day per IP, 5,000/day per /24 subnet); a free API key raises that further, and only high-volume/bulk use is paid. See /docs/bulk for API keys and full-corpus snapshots.
See docs/architecture/ARCHITECTURE.md for the locked architecture and data model.
Hosted on Railway (project billcommons: api, mcp, worker services + managed Postgres) and Vercel (project billcommons-web). See docs/operations/deployment-runbook.md for the full deploy/rollback procedure.
The hosted MCP server gives AI assistants direct access to all 209k+ bills — no API key, no setup beyond one command:
claude mcp add bill-commons --transport http https://mcp.billcommons.org/mcp
Claude Desktop: Settings → Connectors → Add custom connector with URL https://mcp.billcommons.org/mcp. Cursor and other clients: add the same URL as a Streamable HTTP server in mcp.json.
Ten tools including search_legislation, get_bill_record, compare_bill_versions, and trace_legislative_history. Full walkthrough (including REST recipes for agents without MCP): https://billcommons.org/docs/agents
┌─────────────┐
users ─────────▶ │ apps/web │ Next.js, billcommons.org │ (Vercel) │ status.billcommons.org (rewrite → /coverage) └──────┬──────┘ │ HTTPS (NEXT_PUBLIC_API_BASE) ▼ ┌─────────────┐ ┌──────────────┐ │ apps/api │◀──────▶│ apps/mcp │ Streamable HTTP │ FastAPI │ │ 10 MCP tools│ mcp.billcommons.org │ /api/v1 │ └──────────────┘ │ api.billcommons.org └──────┬──────┘ │ reads (SQLAlchemy) ▼ ┌─────────────────────────────┐ │ Postgres 16 (Railway) │ │ jurisdictions, sessions, │ │ bills, actions, sponsorships,│ │ votes, ingest_jobs, coverage │ └──────────────▲──────────────┘ │ writes (idempotent upserts) ┌──────────────┴──────────────┐ │ workers/ingest (worker svc) │ │ autoboot: seed → bootstrap →│ │ schedule-refresh → job loop │ │ sources: Open States bulk CSV│ │ (T2 bootstrap) + v3 API (T2 │ │ incremental, OPENSTATES_API_ │ │ KEY) + full-text fetcher │ └──────────────┬──────────────┘ ▼ RawStore (filesystem, RAWSTORE_ROOT volume in prod) — sha256-addressed raw payload archive
packages/schema (SQLAlchemy models + Alembic) is the single source of truth every other package/app imports from — no service owns its own copy of the data model.
apps/web Next.js 15 (App Router, TS) — search UI + status page
apps/api FastAPI — REST API (/api/v1) apps/mcp MCP server (Streamable HTTP, mounted at /mcp) workers/ingest Ingestion workers, job queue, per-source adapters packages/schema SQLAlchemy models + Alembic migrations (single source of truth) packages/shared Shared Python utils: bill-number normalization, rawstore, http client packages/source-registry Per-jurisdiction source registry (data + loader) packages/search Search SQL builders / query parsing infra/docker Dockerfiles + docker-compose.yml (local stack) infra/deployment Railway/Vercel configs, DNS runbook docs/ Architecture, API, sources, operations, state-coverage docs data/registry Machine-readable registry (sessions, sources)
pg_trgm, unaccent, pgcrypto extensions available)apps/web)python3 -m venv .venv
.venv/bin/pip install -r requirements.txt
This installs packages/schema and packages/shared as editable installs (single source of truth for the data model + shared utils), plus the worker package: .venv/bin/pip install -e workers/ingest. Install the API package too if you're working on it: .venv/bin/pip install -e apps/api.
Set DATABASE_URL in your environment (or in ~/.config/billcommons/.env, which is read as a fallback and is never committed):
DATABASE_URL=postgresql://user:password@host:port/dbname
Requires Postgres 16 with the pg_trgm and unaccent extensions available (created by migration 0001). Run migrations:
cd packages/schema
../../.venv/bin/alembic upgrade head
# Seed all 51 jurisdictions/sessions/coverage rows from the registry:
.venv/bin/python -m billcommons_ingest seed-registry
python3 workers/ingest/download_bulk.py --only NC .venv/bin/python -m billcommons_ingest bootstrap --state NC --zip data/bulkzips/NC_2025.zip .venv/bin/python -m billcommons_ingest recompute-coverage
# API (FastAPI, http://localhost:8000, docs at /docs)
.venv/bin/uvicorn main:app --app-dir apps/api --reload --port 8000
.venv/bin/python apps/mcp/server.py
.venv/bin/python -m billcommons_ingest worker
cd apps/web npm install NEXT_PUBLIC_API_BASE=http://localhost:8000 npm run dev
.venv/bin/pytest packages/shared/tests
.venv/bin/pytest workers/ingest/tests .venv/bin/pytest apps/api/tests
cd infra/docker
docker compose up --build
This brings up Postgres, the API, the ingestion worker, and the MCP server. The web app (apps/web) is run separately via npm run dev during local development (see infra/docker/docker-compose.yml for the placeholder service definition).
docs/architecture/ARCHITECTURE.md — locked architecture + data modeldocs/SPEC.md — requirements digest / acceptance gatedocs/operations/deployment-runbook.md — Railway/Vercel deploy, rollback, smoke checklistdocs/operations/ingestion-runbook.md — CLI reference, job queue, refresh cadencedocs/operations/source-failure-runbook.md — stale zips, 401/429, robots blocksdocs/operations/backup-restore.md — pg_dump/restore, raw-data re-fetchdocs/operations/add-a-jurisdiction.md — onboarding a new territory/statedocs/state-coverage/methodology.md — coverage state machine, GREEN criteriadocs/api/examples.md — curl/Python/JavaScript examples against the live APIdocs/sources/openstates-csv.md — Open States bulk CSV column mappingApache-2.0. See LICENSE and NOTICE for data attribution (Open States / Plural Policy, public-domain legislative data).
See CONTRIBUTING.md. This project follows the Contributor Covenant.
See SECURITY.md for responsible disclosure.