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)
Official MCP bridge to Exogram—the Personal AI Agent for your work, people, and life.
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。
EXOGRAM_BEARER_TOKEN, EXOGRAM_API_URL, Authorization标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
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 …”。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"exogram": {
"command": "uvx",
"args": [
"mcp-server-exogram"
],
"env": {
"EXOGRAM_BEARER_TOKEN": "your-value",
"EXOGRAM_API_URL": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add --transport http exogram https://api.exogram.ai/mcp --header 'Authorization: your-value'claude mcp add exogram --env EXOGRAM_BEARER_TOKEN=your-value --env EXOGRAM_API_URL=your-value -- uvx mcp-server-exogram运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"exogram": {
"url": "https://api.exogram.ai/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"exogram": {
"command": "uvx",
"args": [
"mcp-server-exogram"
],
"env": {
"EXOGRAM_BEARER_TOKEN": "your-value",
"EXOGRAM_API_URL": "your-value"
}
}
}
}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": {
"exogram": {
"type": "http",
"url": "https://api.exogram.ai/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"exogram": {
"type": "stdio",
"command": "uvx",
"args": [
"mcp-server-exogram"
],
"env": {
"EXOGRAM_BEARER_TOKEN": "your-value",
"EXOGRAM_API_URL": "your-value"
}
}
}
}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。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
你的选择通过 Cookie 保存在这台设备上,无需账户。
EXOGRAM_API_URL envAuthorization 机密 HTTP header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6日
注册名称已通过 GitHub 账户 Richard-Ewing 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。
你需要填写:EXOGRAM_BEARER_TOKEN, Authorization
两种方式都可以:安装在你的电脑上,或者连接云端版本。
GitHub 仓库最后更新于–,最新版本(0.2.3)于8天前进入注册中心。
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, zanadir
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ 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.
Find what a repository's CI is missing, and which security checks cannot fail the build.
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。
v0.2.0)Exogram (exogram.ai) is a Personal AI Agent and workspace that understands your whole story across your work, people, and everyday life—coordinating specialist agents, turning plain requests into finished interactive deliverables, and executing real tasks with your approval.
This open-core repository provides the official Python/TypeScript SDKs and MCP bridge (mcp-server-exogram) so external AI tools (Claude, Cursor, Windsurf, VS Code, Google Antigravity) can connect directly into that same Exogram Personal Neural Network, interactive widget engine, and action-approval guardrails.
This open-core repository ships the runnable client libraries, local SQLite WAL engine, FastMCP server, and A2UI Living Tile JSON schemas:
~/.exogram/vault.db) and Cloud API routing (https://api.exogram.ai).Every SDK and MCP tool runs immediately on your machine using an embedded SQLite WAL vault (`~/.exogram/vault.db`) with zero account signup or API key required. When you set EXOGRAM_API_KEY, the exact same code routes to Exogram Cloud (`https://exogram.ai`).
pip install exogram
pip install git+https://github.com/Richard-Ewing/exogram-sdk.git
from exogram import ExogramClient
client = ExogramClient()
record = client.vault.store( "Architecture decision: Production edge deploys to Cloudflare Workers via OpenNext", namespace="work", sphere="Work", confidence=0.98, temporal_horizon="durable_trait", ) print(f"Stored {record.id} | State Hash: {record.state_hash}")
context = client.neural_network.retrieve( query="How does our production edge deploy?", spheres=["Work", "People", "Life"], max_hops=4, ) print(f"PPR Converged: {context.ppr_converged} | Claims: {len(context.claims)}")
judgment = client.governance.evaluate_action( agent_id="deployment-sentinel", action_type="deploy_cloudflare_worker", parameters={"service": "exogram-edge", "environment": "production"}, state_hash=context.state_hash, )
if judgment.permitted: receipt = client.actions.execute(judgment.execution_token) print(f"Committed! Ledger Hash: {receipt.ledger_hash}")
Or run the self-contained demo script directly from this repository:
python examples/quickstart_local_and_cloud.py
<30s)~/.exogram/vault.db){
"mcpServers": { "exogram": { "command": "uvx", "args": ["mcp-server-exogram", "--local"] } } }
https://exogram.ai/api/mcp){
"mcpServers": { "exogram": { "command": "uvx", "args": ["mcp-server-exogram"], "env": { "EXOGRAM_API_KEY": "exo_live_your_key_here", "EXOGRAM_API_URL": "https://api.exogram.ai" } } } }
@exogram/sdk)npm install @exogram/sdk
import { ExogramClient } from '@exogram/sdk';
const client = new ExogramClient(); // Zero-signup local mode or pass { apiKey: process.env.EXOGRAM_API_KEY }
const rec = await client.vault.store('Deploy target is Cloudflare Workers Global Edge', { namespace: 'work', sphere: 'Work', confidence: 0.96, });
const context = await client.neuralNetwork.retrieve('What is our deploy target?', { spheres: ['Work', 'People', 'Life'], maxHops: 4, });
const judgment = await client.governance.evaluateAction({ agentId: 'ts-agent', actionType: 'deploy_worker', parameters: { target: 'cloudflare' }, stateHash: context.stateHash, });
if (judgment.permitted && judgment.executionToken) { const receipt = await client.actions.execute(judgment.executionToken); console.log('Committed Ledger Hash:', receipt.ledgerHash); }
┌──────────────────────────────────────────────────────────────────────────────┐
│ User Prompt / External MCP Agent Call │ └──────────────────────────────────────┬───────────────────────────────────────┘ ▼ ┌──────────────────────────────────────────────────────────────────────────────┐ │ 1. Laya System 1 Deterministic Fast-Path (<15ms In-Memory Understanding) │ │ Resolves vault subjects, intent, sphere routing (Work · People · Life), │ │ and search queries in <15ms over profileDigest + priorTurns. │ └──────────────────────────────────────┬───────────────────────────────────────┘ ▼ ┌──────────────────────────────────────────────────────────────────────────────┐ │ 2. Personal Neural Network (Infinite-Hop Spreading Activation + HippoRAG 2) │ │ • Hybrid RRF Retrieval (Vector + BM25 + Entity Overlap) │ │ • Personalized PageRank (PPR, damping α = 0.85) across multi-hop edges │ │ • 3-Horizon Episodic Memory (ephemeral_episode, recurring_event, durable) │ │ • Read-Time/Write-Time Scalar Conflict Supersession & /api/memory/undo │ └──────────────────────────────────────┬───────────────────────────────────────┘ ▼ ┌──────────────────────────────────────────────────────────────────────────────┐ │ 3. Two-Tier Inference Gateway & 6 Honest First-Party Kernels │ │ • PERSONAL Subtasks → Paid Gemini 3.x (Zero PII leaves encrypted boundary)│ │ • PUBLIC_ONLY Subtasks → PII-stripped & compressed before Free-Token Pool │ │ • Post-Synthesis Citation Verification (Complete · Cited vs Standby) │ └──────────────────────────────────────┬───────────────────────────────────────┘ ▼ ┌──────────────────────────────────────────────────────────────────────────────┐ │ 4. Instinct Pre-Mutation Governance (0.07ms Gate) & A2UI Living Tiles │ │ • Deterministic SHA-256 State-Hash Drift Guard before any tool mutation │ │ • Progressive JSON Patching (AG-UI) & Claim-Predicate Entailment Scoring │ └──────────────────────────────────────────────────────────────────────────────┘
Every turn is orchestrated by six specialized first-party kernels and audited by verifyAgentContributionsAgainstTurnOutput so only kernels whose outputs are genuinely cited in the final synthesis display `Complete · Cited`:
| Kernel | Responsibility |
|---|---|
| `Neural Graph Kernel` | Traverses multi-hop associative paths across Work, People, and Life using Spreading Activation and HippoRAG 2 Spectral PPR. |
| `Generative UI Kernel` | Synthesizes and validates Composable A2UI Living Tiles against schemas/living-tiles-v5.schema.json. |
| `Live Web & Places Scout` | Executes PII-stripped public web & place verification for PUBLIC_ONLY subtasks. |
| `Action & Draft Kernel` | Prepares governed emails, calendar events, and external tool mutations gated by the 0.07ms Instinct Action Gate. |
| `Analytical Synthesis Kernel` | Performs multi-constraint reasoning, tradeoff matrices, and structured comparisons. |
| `Grounded Citation Kernel` | Enforces contrastive claim-predicate entailment (scoreClaimPredicateEntailment) and Perplexity-style [1], [2] citations. |
schemas/living-tiles-v5.schema.json)Exogram dispatches structured inline Living Tiles validated for epistemic provenance:
action_draft — Governed outbound drafts (email, message, calendar, PR) with approval controls.checklist — Interactive execution checklists anchored to vault goals.decision_matrix — Multi-criteria weighted scoring tables.curated_places — Grounded venue & location cards with verified ratings.comparison_table — Side-by-side technical or product breakdowns.retail_deals_tile — Verified merchant pricing and availability cards.media_watch_tile — Film, series, book, and podcast recommendations with streaming provenance.occasion_countdown_tile — Recurring event (RRULE:FREQ=YEARLY) countdowns and preparation steps.memory_undo_tile — Transparent memory consolidation card with one-click /api/memory/undo.agent_hud_tile — Real-time telemetry of the 6 First-Party Kernels (Complete · Cited vs Standby).branded_diagram_tile — Publication-grade Plum Mineral (#FAF7F2, #201B20, #4C2B4B, #AEBD9A) SVG diagrams.hyperframes_video_tile — Frame-accurate deterministic HTML/CSS/SVG motion briefings (window.__renderFrame).instinct_computer_tile — Stateful browser/errand operator HUD with Approve Step and Take Over controls.exogram-sdk/
├── python/ # Official Python SDK (pip install exogram) ├── typescript/ # Official TypeScript SDK (npm install @exogram/sdk) ├── mcp-server/ # FastMCP Server (uvx mcp-server-exogram) ├── schemas/ # JSON Schemas (living-tiles-v5.schema.j
只显示了开头部分;其余内容请在仓库中阅读