Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Agent-ready NYC public records. Hosted, source-backed civic data organized around durable anchors.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
适用于网页版、桌面版和手机版 Claude:
https://mcp.askakil.ai/mcp在终端中运行这条命令
claude mcp add --transport http akil https://mcp.askakil.ai/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"akil": {
"url": "https://mcp.askakil.ai/mcp"
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"akil": {
"type": "http",
"url": "https://mcp.askakil.ai/mcp"
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
ChatGPT 只能连接互联网上的服务器:
https://mcp.askakil.ai/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
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。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
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8日
注册名称已通过 GitHub 账户 AkilVentures 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
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 1 项适用的基础检查中通过了 1 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–,最新版本(2.5.1)于2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,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Aiterm MCP
同一分类中其他作者的服务器,按星标数排序。
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Persistent terminals and one launcher for Claude, Codex, Grok, Cursor, and Antigravity harnesses.
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。
Akil MCP connects Claude, ChatGPT, Codex, and custom agents to a hosted civic data layer built around real workflows, reusable identifiers, and source-backed public records.
The product is the hosted MCP server. This repository is the public connection home for developers, evaluators, and partner teams who want to understand what Akil can do before connecting an agent.
There is nothing to install for normal use.
MCP endpoint: https://mcp.askakil.ai/mcp
| Client | How to connect |
|---|---|
| Claude | Add Akil as a custom connector, paste the MCP URL, and sign in when prompted. |
| ChatGPT | Use connectors where available, add the MCP URL, and complete the Akil authorization flow. |
| Codex | Register Akil as a streamable HTTP MCP server. Developer access can send an API key as a bearer token. |
| Custom agents | Use OAuth for user-authorized sessions or API keys for backend jobs and partner workflows. |
Full setup and docs:
Akil is organized around civic workflows rather than a single dataset.
| Workflow | What the assistant can check |
|---|---|
| Business location | Permits, licenses, inspections, operating context, and location constraints |
| Property diligence | Ownership, tax-lot identity, deeds, sales, permits, violations, and tax records |
| Public money | Awards, payments, contracts, agency budgets, and recipient history |
| Influence and government | Lobbying, campaign finance, legislation, votes, hearings, and officeholder context |
| Organization checks | Nonprofit registries, audits, funding history, compliance records, and aliases |
| Spatial questions | Address, BBL, district, neighborhood, radius, polygon, corridor, and time-windowed queries |
A general model can reason. Akil gives it records to reason from.
The useful part is not the number of tools. It is that fragmented public records come back with stable identifiers, source context, and next steps an assistant can actually follow.
Akil responses are designed to keep agents oriented around durable civic identifiers:
flowchart LR
Q["User question"] --> A["Anchor"] A --> BBL["BBL / tax lot"] A --> EIN["EIN / organization"] A --> Agency["Agency"] A --> District["District / boundary"] A --> License["License / application"] A --> Time["Time window"] BBL --> R["Source-backed answer"] EIN --> R Agency --> R District --> R License --> R Time --> R
BBL for tax lots, buildings, ownership, permits, sales, tax records, and violationsEIN for nonprofits, audits, awards, filings, and organization checksAgency for budgets, contracts, payments, rules, hearings, and payroll contextDistrict or other boundaries for place-based questionsLicense and application identifiers for regulated businessesTime window for bounded, usable queriesThese anchors let an assistant move from one public record system to another without losing the subject of the question.
I am looking at a storefront lease. What public records should I check before signing?
Who owns this building, and are there recent permits or violations tied to the tax lot?
Show public funding, contracts, and payments tied to this organization.
What changed in this council district over the last year?
Is this restaurant, liquor, tobacco, cannabis, or sidewalk-cafe location worth checking more closely?
See the workflow recipes:
For clients, directories, and evaluators that probe machine-readable surfaces:
https://mcp.askakil.ai/.well-known/mcp/server-card.json (also at /.well-known/mcp.json)https://mcp.askakil.ai/.well-known/oauth-protected-resource (RFC 9728)2026-07-28) and 2025-era legacy clients on the same endpointhttps://mcp.askakil.ai/health reports version and live tool countserver.json in this repositoryThis public repository contains:
It does not contain the hosted server implementation, data pipelines, database schema, private infrastructure, or internal operating documents.
Please do not post tokens, API keys, private prompts, or sensitive records in GitHub issues. See SECURITY.md for reporting guidance.
Akil is built by Akil Ventures, Inc., a Delaware corporation building civic intelligence infrastructure for AI agents.
MIT. This public repository documents the hosted MCP server and lightweight connection metadata. The hosted Akil service runs proprietary infrastructure and is not open source.