Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Honest claim corroboration for AI agents: syndication-aware independent-source counting.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Abre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"mcpServers": {
"corroborate": {
"command": "npx",
"args": [
"-y",
"corroborate-mcp"
]
}
}
}Ejecuta esto en tu terminal
claude mcp add corroborate -- npx -y corroborate-mcpPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"corroborate": {
"command": "npx",
"args": [
"-y",
"corroborate-mcp"
]
}
}
}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.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"corroborate": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"corroborate-mcp"
]
}
}
}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.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Se ejecuta en tu computadora; la lista de herramientas aparece en tu app de IA después de instalarlo.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub chefcohen, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Este se ejecuta en tu computadora; no hay endpoint en internet
Se ejecuta en tu computadora y usa ajustes locales en su lugar
Se ejecuta en tu computadora; solo podemos leer listas de herramientas de endpoints en internet
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
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.
El registro no indica ninguna clave obligatoria, aunque algunos servidores te piden iniciar sesión la primera vez que los usas.
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).
El repo de GitHub cambió por última vez –, y la última versión (0.1.3) llegó al registro hace 2 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Node.js en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, LexPact UK Contracts
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
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.
Generate UK-law contracts: NDA, service, freelance, recruiter terms of business, IR35.
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.
The honest corroboration layer for AI agents. Hand it a claim; it tells you how *independently* that claim is actually being reported — and shows its work.
An AP story echoed by 40 outlets is one origin, not 40 citations. Other verifiers count citations; Corroborate counts independent *origins* — syndication-aware — then publishes its own error rates and discloses coverage gaps. That's the judgment layer raw search and citation-checkers skip.
corroborate_claim("NASA delayed the Artemis III landing") → CONFIRMED 4 independent origins · conf 0.9
corroborate_claim("Zorblatt Corp acquired Portugal") → UNCORROBORATED 0 origins · conf 0.05
Not a web search engine (use Exa/Tavily/Brave for that) and not a human fact-checking network. It's the narrow, honest primitive in between: *how independently is this reported?*
| 🔑 Zero API keys, zero accounts | Keyless engines (Google News RSS · GDELT · Hacker News). Nothing to sign up for. |
| 👁 Read-only | It reads public news. It cannot act, write, spend, or touch your data. |
| 🎯 Deterministic | No LLM in the loop — same evidence in, same verdict out. p50 ~0.4s. |
| 📖 Open source (MIT) | Read every line of the judgment. |
| 📊 Published error rates | We measure our own false-CONFIRMED / false-UNCORROBORATED rates on a public benchmark and print them below. Most "fact-check" tools don't. |
| 🚫 Never lies by omission | If sources are unreachable it returns an error, never a fake "UNCORROBORATED." |
*Reporting corroboration*, not truth. A claim every outlet syndicated from one wire story comes back SINGLE_SOURCE. A claim nobody covers comes back UNCORROBORATED even if true. The verdict states exactly what was measured, flags its weaknesses in notes, and sets coverage:"degraded" when an engine was down — so absence of evidence is never quietly sold as evidence of absence.
Requires Node ≥ 18. No keys, no config.
Claude Code
claude mcp add corroborate -- npx -y corroborate-mcp
Claude Desktop / Cursor / any MCP client (claude_desktop_config.json, .cursor/mcp.json, …)
{ "mcpServers": { "corroborate": { "command": "npx", "args": ["-y", "corroborate-mcp"] } } }
Try it with no MCP client
npx corroborate-mcp # starts the stdio server (silent = healthy)
corroborate_claim — the verdict{ claim, window_days?=7, max_sources?=8 } →
{
"claim": "Acme Corp acquires Widget Industries for $2 billion", "corroboration": "CONFIRMED", "n_independent_sources": 3, "confidence": 0.9, "coverage": "full", "sources": [ { "headline": "Acme Corp to acquire Widget Industries in $2 billion deal", "outlet": "Financial Times", "domain": "ft.com", "url": "https://…", "published_at": "2026-07-09T14:02:00Z", "age_days": 0.9, "wire": false, "echoed_by_n_domains": 1 } ], "notes": ["syndication detected: near-identical headlines across multiple domains collapsed into one origin"], "method": "reporting-corroboration: counts INDEPENDENT story origins (syndication-aware), not raw article count; does not adjudicate truth" }
| Field | Meaning |
|---|---|
corroboration | CONFIRMED (≥2 independent origins) · SINGLE_SOURCE (1) · UNCORROBORATED (0) |
n_independent_sources | Distinct story *origins* after syndication clustering — not article count |
confidence | 0–1. Rises with origins + cross-engine agreement; penalized for wide single-origin echo |
coverage | full, or degraded when an engine failed this call — a weak verdict may then reflect the outage, not the claim |
sources[].wire | Origin is a wire service (AP/Reuters/AFP/UPI) |
sources[].echoed_by_n_domains | How many domains carried this same story |
notes | Honest caveats: syndication collapse, breaking-news cascade (<24h), relevance-gate discards, engine outages |
find_sources — the raw evidence{ query, window_days?=7, max_sources?=10 } → deduped multi-engine list (outlet, domain, url, date), no verdict. The cheaper primitive when you want the coverage and your own judgment.
Against a public 40-claim labeled benchmark (benchmark/ — claims, labels, category definitions, and harness are all public; run it yourself with npm run benchmark). The time-sensitive claims are refreshed from current news so the numbers reflect real accuracy, not staleness. Latest run 2026-07-22:
| Metric | Result |
|---|---|
| Fabricated claims falsely CONFIRMED | 0/10 |
| Widely-reported true claims missed | 0/12 (11 CONFIRMED, 1 single-source) |
| Niche true claims detected | 7/8 |
| Stale claims correctly windowed | 2/5 |
| Distorted claims falsely CONFIRMED | 6/6 — read the warning ↓ |
| Latency | p50 0.4s · p95 <1s (≤8s worst case when the slow engine is up) |
⚠️ Respect the distorted-claim number — it's the honest ceiling of this tool's blind spot. In the latest run all 6 distorted claims came back CONFIRMED (6/6), because each one distorts a *currently-reported* event, and this tool checks whether independent reporting exists around a claim's topic and entities — it does not do stance detection. So "Samsung *cancelled* the Galaxy Z Fold8" (they unveiled it) or "OpenAI released GPT-6" confirms off the real coverage of the true story. The rule to live by: if a claim's topic is being reported, a distorted version of it will very likely CONFIRM. Read CONFIRMED as *"this topic has independent coverage — now verify the specific facts against the returned sources,"* never as "this exact claim is true." Stance detection is the v1.1 roadmap item. (Recurring events like championships/elections can likewise match the current cycle's coverage — see the stale-claim leaks.)
notes.UNCORROBORATED — a window statement, not a falsity verdict.UNCORROBORATED.npm test # golden-claim suite — deterministic, no network
npm run test:mcp # MCP stdio handshake + tools/list npm run test:live # live invariants against real engines npm run benchmark # 40-claim labeled accuracy benchmark (live, ~2 min) npm run test:release # all of the above — required green before every release