Spec Driven Development
de formulahendry
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Se ejecuta en tu computadora★ 440MITActualizado hace 14 meses
Instalar
geo-score
Resumen
Descripción del creador (original en inglés)
Free 0-100 score: can AI engines cite a site? Plus citation checks with your own API keys.
Los tres pilares de PopNx MCP
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
- Opinión de usuariosiAún no hay reseñasLas reseñas se abrirán junto con las cuentas en una etapa posterior
- Nuestras revisiones básicasi1 de 1 superadasRevisado con información pública; el código aún no se ha escaneado
- UsoiAún sin medir★ –
Qué puedes hacer con él
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
- Conexión: Se ejecuta en tu computadora
- Transporte: stdio
- Categoría: Otros
- Debes completar: OPENAI_API_KEY, PERPLEXITY_API_KEY, GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENROUTER_API_KEY
Instalación
Elige la app de IA que usas y copia la configuración.
Antes de instalar
- Revisiones básicas: 1 de 1 superadas
- Se ejecuta en tu computadora con los permisos de tu usuario (archivos, red, apps).
- Debes completar tú:
OPENAI_API_KEY,PERPLEXITY_API_KEY,GEMINI_API_KEY,ANTHROPIC_API_KEY,OPENROUTER_API_KEY,GEO_SCORE_WATCH_CONFIG
Los valores marcados como secretos son llaves de tu cuenta. Nunca los compartas ni los pegues en un chat.
Necesitas
- PyPIuv de Python instalado (para el comando uvx)
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Descargar el archivo .mcpb del creador
El enlace lleva al archivo del propio creador; no lo alojamos ni lo reempaquetamos. Abre el archivo y Claude Desktop lo instalará.
Ejecuta esto en tu terminal
claude mcp add geo-score --env OPENAI_API_KEY=your-value --env PERPLEXITY_API_KEY=your-value --env GEMINI_API_KEY=your-value --env ANTHROPIC_API_KEY=your-value --env OPENROUTER_API_KEY=your-value --env GEO_SCORE_WATCH_CONFIG=your-value -- uvx geo-score mcpCompleta los valores vacíos antes de ejecutarlo.
O copia la configuración tú
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"geo-score": {
"command": "uvx",
"args": [
"geo-score",
"mcp"
],
"env": {
"OPENAI_API_KEY": "your-value",
"PERPLEXITY_API_KEY": "your-value",
"GEMINI_API_KEY": "your-value",
"ANTHROPIC_API_KEY": "your-value",
"OPENROUTER_API_KEY": "your-value",
"GEO_SCORE_WATCH_CONFIG": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
O copia la configuración tú
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"geo-score": {
"type": "stdio",
"command": "uvx",
"args": [
"geo-score",
"mcp"
],
"env": {
"OPENAI_API_KEY": "your-value",
"PERPLEXITY_API_KEY": "your-value",
"GEMINI_API_KEY": "your-value",
"ANTHROPIC_API_KEY": "your-value",
"OPENROUTER_API_KEY": "your-value",
"GEO_SCORE_WATCH_CONFIG": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Este se ejecuta en tu computadora, y ChatGPT solo puede conectarse a servidores en internet. Elige otra app.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Valores que debes completar
- Optional. OpenAI key; enables ask and run on that engine.
- Optional. Perplexity key; enables ask and run on that engine.
- Optional. Gemini (Google AI Studio) key; enables ask and run on that engine.
- Optional. Anthropic key; enables ask and run on that engine.
- Optional. OpenRouter key; enables ask and run on that engine.
GEO_SCORE_WATCH_CONFIGenvOptional. Path to geo-score-watch.json for run, list_runs, report and diff.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Qué puede hacer
Se ejecuta en tu computadora; la lista de herramientas aparece en tu app de IA después de instalarlo.
Revisiones básicasi
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
- ✓ Superada
El creador coincide con el repo
El nombre en el registro se verificó con la cuenta de GitHub jianruntech, dueña del repo
- … Aún sin revisar
Sigue en mantenimiento
Todavía no hemos leído este repo en GitHub
- … Aún sin revisar
Tiene licencia
Todavía no hemos leído este repo en GitHub
- – No aplica
El endpoint responde
Este se ejecuta en tu computadora; no hay endpoint en internet
- – No aplica
Inicio de sesión con OAuth
Se ejecuta en tu computadora y usa ajustes locales en su lugar
- … Aún sin revisar
Sin instrucciones ocultas en las descripciones de herramientas
Se ejecuta en tu computadora; solo podemos leer listas de herramientas de endpoints en internet
Comparado con otros en Otrosi
- Más estrellas que el 0% de los otros 32602 servidores de esta categoría
- Publicado en el registro más recientemente que el 63% de los otros 32602 servidores de esta categoría
- Revisiones básicas iguales o mejores que el 100% de los otros 32602 servidores de esta categoría
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Preguntas frecuentes
¿Es seguro geo-score?
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
¿Qué claves o códigos necesita?
Debes completar: OPENAI_API_KEY, PERPLEXITY_API_KEY, GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENROUTER_API_KEY
¿Se ejecuta en mi computadora o en la nube?
Se ejecuta en tu computadora. Tu app de IA lo inicia cuando hace falta, y los datos no pasan por los servidores del creador (a menos que el propio servidor llame a un servicio en línea).
¿Sigue en mantenimiento?
El repo de GitHub cambió por última vez –, y la última versión (1.8.3) llegó al registro hace 23 días.
¿Qué apps pueden usarlo?
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Python (uv), MCPB en tu computadora.
¿Qué puedo usar en su lugar?
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Rystic
Alternativas
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
Remote Desktop Commander
de desktop-commander
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Se ejecuta en la nube★ 211Actualizado anteayer
Instalar
Rystic
de Rystic-Inc
Start, seed, clock, inspect and diff Rystic API simulators from your agent.
Se ejecuta en tu computadoraActualizado hoy
Instalar
README del creador
Abrir el README
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
English · 简体中文
geo-score
geo-score is an open-source AI visibility (GEO) scorer for websites, by Jianrun Tech (见润科技). Formerly geo-watch: geo-watch merged into geo-score in 1.2.0 and lives on as its levels 2 and 3. Website, docs and a free online check: geo-score.dev.
geo-score in 60 seconds
One command, a 0–100 score, the three gates, the gaps worth fixing first, and why every point can be re-checked.
https://github.com/user-attachments/assets/2270314f-446a-4c2d-b27f-11e1f6d66ff8
*English · 60 seconds · Chinese version*
Can AI engines cite your site? A free 0–100 score from one command. Do they? Check through their APIs with your own keys.
geo-score scores a website from 0 to 100 on whether AI answer engines can reach it, parse it, trust it and cite it, against a published, versioned rubric that anyone can recompute. Then, with your own API keys, it asks the engines the questions your buyers ask and records whom the answers cite. The score is free and needs nothing installed; the citation results are reported beside it and never added to it.
Quick start · Screenshots · What it checks · How accurate is it? · Docs · Website · Changelog · Public leaderboard
Version: the current release is
geo-score==1.8.3on PyPI, with its tag,
wheel and checksums on GitHub Releases; what changed is in the
changelog. Every install line on this page is pinned to that release (
scripts/release.py --bump
moves them together), so the tool you run is the one these pages describe. The rubric is versioned separately, and
v1.1 is current. main can run ahead of the release: for CI and client work, use the pinned release.
❤️ Sponsors
Want to appear here? · Sponsorship never affects the rubric, any score, the public
leaderboard or the technical recommendations in these docs.
Click to collapse
Thanks to CCSub for sponsoring this project! CCSub is an AI API relay platform: one API key for Claude, GPT, Gemini and DeepSeek models, compatible with Claude Code, Codex, Cursor and other coding tools. Register via this link .
Sponsors have not been tested for geo-score's citation measurements (levels 2 and 3). Those need each engine's own search-enabled API, and a relay may not pass web search and citations through unchanged.
What problem it solves
GEO means Generative Engine Optimization — getting cited by ChatGPT, Perplexity,
Google AI Overviews, Gemini and Copilot. Nothing to do with geography or maps.
An answer engine quotes passages from sources it can reach, parse and trust. The reasons a site is left out are often small and invisible from a browser: a robots.txt line that turns a retrieval crawler away, a page whose text only exists after JavaScript runs, figures with no source. geo-score finds which of these a site has and what each one is worth, then checks whether the engines cite it, in three levels:
Score (free, no key) → Ask one question (your API keys) → Watch a question set every week (your API keys).
Three levels, one tool
| Level | What it answers | Needs | Command |
|---|---|---|---|
| 1 · Score | Can AI engines reach, parse, trust and cite the site? 0–100 against the open rubric | Nothing: no key, no install | geo_score.py stripe.com |
| 2 · Ask | Right now, for a question you care about, do they cite it? | An API key for any of OpenAI, Perplexity, Gemini, Anthropic, OpenRouter | geo_score.py stripe.com --ask "payments API for marketplaces" |
| 3 · Watch | How often are you cited, against which competitors and sources, week over week? | Your API keys and a fixed question list | geo_score.py watch run |
flowchart LRS[Your site] --> L1["Level 1 · Score free, no key"] L1 --> R["0–100 readiness 5 pillars · 3 gates · biggest gaps"] Q[Questions your buyers ask] --> L2["Level 2 · Ask one question, your API keys"] Q --> L3["Level 3 · Watch a fixed question set, every week"] L2 --> C["Who the answers cite you · competitors · third-party pages"] L3 --> C R -. reported side by side, never summed .- C
Level 1 is the score. Levels 2 and 3 measure the outcome the rubric keeps out of the score on purpose (two scores, never one): they are reported next to the 100 and never summed into it. A site can score 90 and still lose every answer to a competitor with more third-party coverage, and the reverse also happens, which is why you want both.
Why this is a different question from SEO
Classic SEO asks *where do I rank*. Answer engines don't rank — they retrieve passages, decide whether a source is worth quoting, and cite it. Different question, different failure modes: a site can sit at position 3 on Google and never be quoted. Because engines retrieve passages, this rubric gives Content Citability the most weight. That is a design choice, not a measured effect: the evidence for how much passage shape matters is thin, and the evidence table says where.
Most of what the rubric checks is mechanical and cheap to fix — a robots.txt line, a JSON-LD block, a date in a template, a paragraph rewritten so it stands on its own. The hard part is knowing which of them you are missing, and what each one is worth.
Two guides start here: can ChatGPT read your website?, a check you can do by hand and then with geo-score, and how geo-score differs from a general AI SEO skill.
Screenshots
Every image shows real output, captured for this page.
Level 1 in a terminal. geo_score.py jianruntech.com (the maintainer's own site), run with geo-score 1.8.3 on 2026-10-17; the output with its colours, rendered to an image. Cut before the observations outside the score.
The GitHub Action's job summary for the same report: the Markdown action/summary.py writes, rendered by GitHub's Markdown API. Cut after the check table.
The public leaderboard , captured 2026-10-17. Its figures come from the 2026-10-02 run with geo-score 1.5.0.
Every site on the leaderboard , sortable, with its band, sector and three biggest gaps by check id. Same page, same capture.
Core capabilities
| Capability | What it does | More |
|---|---|---|
| Score (level 1) | 21 tiered checks in five pillars, three gates, the biggest gaps first, and what each next tier needs. One file, standard library only, no key | What it checks |
| Ask (level 2) | Puts one question to ChatGPT, Perplexity, Gemini and Claude through their search-enabled APIs, with your keys, and reports whom each answer cites | Levels 2 and 3 |
| Watch (level 3) | A fixed question set, week over week: cited rate with a 95% interval, share of voice, the sources the engines lean on, and a diff that calls a change a change only when a paired test says so | Watch methodology |
| Reports and diffs | Text, JSON against a published schema, SARIF and JUnit; diff compares two reports check by check, and --baseline re-scores the same pages | CLI reference |
| MCP server | All three levels as tools for agents over stdio; --read-only gives a server that cannot spend | MCP server · guide/mcp.md |
| GitHub Action | Scores on every push, fails the build on a regression or a gate at zero, and writes a job summary | GitHub Action · action.yml |
| Badge | An optional SVG, or shields.io endpoint JSON, with your score and band. It never moves a score or a leaderboard place | Badge |
| Claude Code skill | The CLI, plus the three checks that need off-site search or human judgement | Claude Code skill · SKILL.md |
What it checks
21 tiered checks totalling 100 points, plus 4 bonus checks worth up to +6 outside the denominator. Full specification: [rubric/v1.1.md](rubric/v1.1.md) · 简体中文
| Pillar | Pts | Asks |
|---|---|---|
| Reachable — *gates* | 15 | Can a retrieval crawler get the page at all? robots.txt, live reachability across 10 AI user-agents, server-rendered content |
| Understandable | 22 | Can it tell what the page and the company are? Organization + WebSite, llms.txt, sitemap, breadcrumbs, page-type schema |
| Content Citability | 35 | Is there anything here worth quoting? Self-contained answer passages, headings that match how people ask, sourced figures, real bylines, freshness |
| Brand Credibility | 18 | Why should an engine trust it? Knowledge-graph entity, third-party listings, sameAs that resolves, video presence |
| Answer Fit | 10 | Is the content shaped to be lifted into an answer? |
Content Citabil
Solo se muestra el principio; lee el resto en el repo