Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Buying-intent judgement for AI agents: a three-judge panel scores any text as buyer or not.
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 …”.
Funciona en Claude para web, escritorio y móvil:
https://api.signalpipe.io/mcpEjecuta esto en tu terminal
claude mcp add --transport http signalpipe https://api.signalpipe.io/mcpPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"signalpipe": {
"url": "https://api.signalpipe.io/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": {
"signalpipe": {
"type": "http",
"url": "https://api.signalpipe.io/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.
ChatGPT solo se conecta a servidores en internet:
https://api.signalpipe.io/mcpLos nombres de los menús pueden variar un poco según el plan y con el tiempo.
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.
Todavía no hemos leído la lista de herramientas de este servidor; revisamos los endpoints por turnos.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 8 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub AbYousef739, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; leemos la lista de herramientas cuando revisamos el endpoint
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 la nube del creador. Te conectas por internet sin instalar nada, pero lo que envías pasa por los servidores del creador.
El repo de GitHub cambió por última vez –, y la última versión (2.1.3) llegó al registro hace 39 días.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. Se conecta por URL, así que también funcionan las apps que aceptan servidores MCP remotos, como ChatGPT en modo desarrollador.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Happo
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.
Review Happo's visual and accessibility diffs: inspect comparisons, accept or reject, report flakes.
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.
Agentic sales pipeline — buying-intent detection, swarm-scored lead qualification, and prospect nurturing for OpenClaw agents.
SignalPipe judges whether the author of a post, email or ticket wants to buy. Your agent brings the text from anywhere it reads, including X through your own X API access, and an optional scout reads the RSS or Atom feeds you choose. Three independent judges rule on every borderline signal, each kept lead gets a drafted reply that answers what the person actually asked, and only real leads reach you for approval. Works with any OpenClaw-compatible agent — or connect directly via MCP from Claude Code, Cursor, or Windsurf.
signalpipe.io · Smithery · Glama
Top of funnel — Signal Acquisition (Mantidae): Your agent brings text from anywhere it reads, and the optional scout reads the RSS or Atom feeds you choose every cycle. Clear-cut posts are decided on content alone; borderline ones go to three independent judges (Skeptic, Analyst, Optimist), and when they split you see it. Only real leads reach your queue, each with a drafted reply that answers what the person asked and mentions your product only when they asked for a tool.
Competitor-switch posts are hard-floored and always reach your queue regardless of score.
Mid/bottom of funnel — Nurture Engine: Tracks every prospect's temperature (0–100) across 14 signal types. Automatically selects the right persona (Educator → Consultant → Closer → Re-engager). Remembers objections permanently — if someone said the price is too high, that angle is never repeated. Never spams. One-directional mode transitions.
Execution — Sender (v2.0): The brain scores, drafts, and approves; the plugin can now also send. An optional background sender holds a live stream open to the brain, receives the missions you've already approved, and posts reddit_comment / reddit_dm on Reddit with your own credentials. *The math runs on us, the sending runs on you* — your Reddit credentials and LLM keys never reach SignalPipe. twitter_reply is handled by the standalone signalpipe-daemon. The sender is opt-in: set the REDDIT_* env vars to enable it, or ignore it entirely and stay MCP-only. Private messages go only to someone who asked for one: Reddit and X both require the recipient's consent before an app sends one. SignalPipe never auto-sends a DM or an X reply; each waits for your approval.
| Tool | What it does |
|---|---|
signalpipe_get_missions | List pending leads awaiting review — score, role, channel, snippet, draft. Lean by default; opt into include_context=true only when drafting. |
signalpipe_draft_mission | Get the drafting payload for a single mission so the host LLM can write the reply itself (BYOK path) |
signalpipe_upload_draft | Upload a host-LLM-written draft to a mission |
signalpipe_approve_mission | Approve a lead and queue it for outreach |
signalpipe_reject_mission | Reject a lead with a reason — teaches the per-station RL loop (penalty size adapts to the reason; demotes one noisy feed without dragging the rest of the product down). Don't use this when the post is just gone — use signalpipe_delete_mission instead. |
signalpipe_delete_mission | Hard-delete a mission row — silent cleanup, no learning signal. Companion to reject. Canonical case: the post was deleted / 404'd / removed before you could reply. |
signalpipe_mark_sent | Record that you replied by hand, so follow-ups know what was said and the source feed gets the credit |
signalpipe_scout_now | Trigger an on-demand scouting run across your active products |
signalpipe_get_products | List all configured products |
signalpipe_suggest_anchors | Draft buyer-voice anchor sentences for a product, for you to edit before adding it |
signalpipe_add_product | Register a new product to monitor — describe it in buyer language |
signalpipe_update_product | Edit a product's anchors or description, or pause and resume it |
signalpipe_add_station | Add an RSS feed (a forum, a Q&A site) or an HN keyword feed for a product. Reddit ends its RSS feeds on 13 November 2026 |
signalpipe_list_stations | Your feeds with a health readout: posts captured, posts that reached your queue, and what to change |
signalpipe_update_station | Pause, resume, rename or re-point a feed |
signalpipe_remove_station | Remove a feed (one with history is switched off instead, to keep it) |
signalpipe_reload_products | Hot-reload product cache after changes — no redeploy needed |
| Tool | What it does |
|---|---|
signalpipe_track_prospect | Log a signal from a prospect, update their temperature |
signalpipe_record_reply | Send a prospect's reply to the brain, which reads it: intent, objections, do-not-contact, and whether they invited a private message |
signalpipe_get_message | Generate the next outreach message via the backend LLM |
signalpipe_get_message_prompt | Get the full prompt + context so the host LLM writes the message (BYOK path) |
signalpipe_record_message | Record a host-LLM-written message as sent |
signalpipe_get_pipeline | View the full prospect pipeline sorted by temperature |
signalpipe_score_signal | Universal scorer — paste any text (Gmail, Slack, Discord, Telegram, LinkedIn, transcripts) and get back the same score + classification + drafting context the scout produces for Reddit/HN posts. For a reply or comment, pass the post it answers as context. panel_verdict says what the judges decided. SignalPipe never touches the source channel; your host agent does. |
Reddit-only; requires the optional REDDIT_* env vars. Contains no scoring or drafting — it only posts pre-approved missions with your credentials.
| Tool | What it does |
|---|---|
signalpipe_start_sender | Start the background sender — streams approved missions and posts reddit_comment / reddit_dm with your own Reddit creds. Supports dry_run. |
signalpipe_stop_sender | Stop the background sender; unsent approved missions stay queued on the brain |
signalpipe_sender_status | Report sender state — running / connected, sent / failed / skipped counts this session, plus brain-side queue depth |
Reads feeds from this machine. No credentials and no extra dependencies.
| Tool | What it does |
|---|---|
signalpipe_read_feeds | Read the client-marked stations from this machine and send each feed page to the brain for judging. One pass in the background by default (a minute per feed); every_minutes keeps reading on an interval, stop ends it. |
signalpipe_preview_station | Check a feed for buyers before adding it: read here, judged by the brain, nothing saved. Answers VIABLE, MARGINAL, ON-TOPIC NOT IN-MARKET, NO BUYERS or NO DATA. |
SignalPipe exposes all tools as an MCP server — no OpenClaw plugin install needed.
Connect from Claude Code, Cursor, or Windsurf — add this URL to your MCP config:
https://api.signalpipe.io/mcp
Auth: Authorization: Bearer YOUR_OPERATOR_KEY
Once connected, ask your agent:
A typical morning lead review inside your OpenClaw agent or Claude.ai via MCP.
You: Show me today's leads.
→ signalpipe_get_missions
3 missions pending review
MISSION 1 · score: 91 · role: CLOSER · competitor_flag: true Product : AcmeTool Channel : reddit_dm Handle : u/frustrated_dev99 Snippet : "Their pricing just doubled again. Done. Need a replacement ASAP." Draft : "Saw your post — we built AcmeTool for exactly the gap you're describing. Teams typically switch in under a week. Worth a quick look? Happy to show you how it compares."
MISSION 2 · score: 68 · role: ADVISOR · competitor_flag: false Product : AcmeTool Channel : reddit_dm Handle : u/ops_lead_rachel Snippet : "Looking for a tool to automate repetitive ops workflows. Budget is flexible, need something the team actually uses." Draft : "The part about 'something the team actually uses' is the real problem to solve — most tools fail there, not on features. AcmeTool is built around that constraint. Happy to walk through a real team setup if useful."
MISSION 3 · score: 24 · role: EDUCATOR · competitor_flag: false Product : AcmeTool Channel : reddit_dm Handle : u/just_browsing_thx Snippet : "Saw an ad for workflow tools. Not really something I need right now" Draft : [Swarm low-confidence — auto-rejected]
Agent: 2 leads ready. Lead 1 is a competitor-switch signal, score 91 — Closer draft, proposes a direct next step. Lead 2 is a genuine need with flexible budget, score 68 — Advisor draft, leads with their real problem. Lead 3 was auto-rejected by the swarm. Approve 1 and 2, or edit first?
You: Lead 1 is good, approve it. For lead 2 change the draft to: "Hey Rachel — we solve exactly this. Most ops teams are running automations within a day. Want me to show you how a team like yours uses it?"
→ signalpipe_approve_mission (msn_8f3a — swarm draft unchanged)
→ signalpipe_approve_mission (msn_2b91 — user-edited draft)
✓ msn_8f3a queued for outreach ✓ msn_2b91 queued for outreach (your version)
You: Rachel just replied — she's interested. Log it.
→ signalpipe_track_prospect
handle : u/ops_lead_rachel channel : reddit_dm signal : replied mission_id: msn_2b91
{
"prospect_id": "pro_7f2c", "handle": "u/ops_lead_rachel", "temperature": 45, "mode": "sales", "persona": "Consultant", "follow_up_in": "2–3 days" }
Agent: Rachel is in Sales mode, temperature 45. Consultant persona active — qualify and show fit, no hard sell yet.
You: Who's hottest? Generate a message for them.
→ signalpipe_get_pipeline
→ signalpipe_get_message (prospect_id: pro_sarah_cto)
{
"message": "Sarah — you've seen how it works. Happy to answer any last questions before your team makes a call. What's the main thing you're still weighing?", "tactic": "remove_friction", "mode": "closing", "temperature": 88, "note": "Previous objection (too_expensive) on record — pricing angle avoided" }
Agent: Closing mode, friction-removal tactic. Her previous pricing objection is permanently on record — the AI avoided that angle automatically.
Subscribe at signalpipe.io, sign in to the console with the email you paid with, and create your SIGNALPIPE_OPERATOR_KEY there (it is shown once). The backend URL is https://api.signalpipe.io. No infrastructure to manage.
Via OpenClaw:
openclaw plugins install signalpipe
openclaw plugins install clawhub:signalpipe
Via MCP (no plugin install): Add the MCP server URL to Claude.ai, Cursor, or Windsurf — see MCP Support above.
export SIGNALPIPE_API_URL=https://api.signalpipe.io
export SIGNALPIPE_OPERATOR_KEY=your-operator-key
Optional — to run the in-plugin Reddit sender (v2.0): add a Reddit "script" app's credentials (create one at https://www.reddit.com/prefs/apps on the sending account; since November 2025 Reddit reviews new API apps under its Responsible Builder Policy before issuing them). These stay on your machine and are never sent to SignalPipe.
export REDDITSolo se muestra el principio; lee el resto en el repo