Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Official MCP bridge to Exogram—the Personal AI Agent for your work, people, and life.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
EXOGRAM_BEARER_TOKEN, EXOGRAM_API_URL, AuthorizationValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"exogram": {
"command": "uvx",
"args": [
"mcp-server-exogram"
],
"env": {
"EXOGRAM_BEARER_TOKEN": "your-value",
"EXOGRAM_API_URL": "your-value"
}
}
}
}Run this in your terminal
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-exogramFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"exogram": {
"url": "https://api.exogram.ai/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"exogram": {
"command": "uvx",
"args": [
"mcp-server-exogram"
],
"env": {
"EXOGRAM_BEARER_TOKEN": "your-value",
"EXOGRAM_API_URL": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"exogram": {
"type": "http",
"url": "https://api.exogram.ai/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Paste into .vscode/mcp.json in your project
{
"servers": {
"exogram": {
"type": "stdio",
"command": "uvx",
"args": [
"mcp-server-exogram"
],
"env": {
"EXOGRAM_BEARER_TOKEN": "your-value",
"EXOGRAM_API_URL": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
EXOGRAM_API_URL envAuthorization secret HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account Richard-Ewing, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: EXOGRAM_BEARER_TOKEN, Authorization
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed –, and the latest version (0.2.3) reached the registry 8 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Recta
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
Cheaper cross-chain stablecoin routes for AI agents; 5 % of the verified saving, nothing if none.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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
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