Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Local-first, source-backed continuity for AI agents via stdio MCP.
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": {
"aippocampus": {
"command": "uvx",
"args": [
"aippocampus"
]
}
}
}Ejecuta esto en tu terminal
claude mcp add aippocampus -- uvx aippocampusPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"aippocampus": {
"command": "uvx",
"args": [
"aippocampus"
]
}
}
}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": {
"aippocampus": {
"type": "stdio",
"command": "uvx",
"args": [
"aippocampus"
]
}
}
}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 Sapientropic, 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 (0.3.3) llegó al registro hace 5 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Python (uv) en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, FlyDocs
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.
Spec-driven development workflow: your agent works issues, sessions and the status lifecycle.
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.
AIppocampus
A source-backed continuity layer for long-running relationships with AI agents.
AIppocampus began with a human problem: every new agent session can be bright, capable, and strangely newborn. Work may survive in commits and notes while the path behind the work falls back into silence.
This project gives future agents a way to find that path again. It keeps source reachable, preserves the conditions of return, and lets a new conversation begin with honest continuity instead of pretending there was never a break.
Source is the ground. Summaries are weather.
The first useful path is deliberately narrow:
Install or probe:
uvx aippocampus --help
aippocampus start --json
First recall, for a fuzzy continuity cue:
aippocampus agent recall "old decision or handoff cue" --json
First deepen/source-open, using the selector from that recall:
aippocampus agent deepen --request 1 --recall-selector <emitted-selector> --json
Daily rule: if the user remembers exact wording, search source; if they remember a situation, decision, preference, old correction, or handoff, use recall first and deepen before claims.
aippocampus search "a distinctive old phrase" --json
In ordinary use, AIppocampus should feel less like a control panel than a remembered doorway. It helps an agent ask: where did this come from, what did we actually say, and which source should be opened again?
The machinery behind that moment can be extensive, but it should stay backstage. A long relationship with an AI agent should not have to start from bare ground every time a thread, device, model, or project changes.
The origin essay is 未干的地图. English readers can start with The Unfinished Map. For role-based setup, provider choices, and maintainer paths, use Start Here. For a longer first-use walkthrough, use the First Recall Decision Card or the 10-Minute Public Path. Evidence and claim boundaries live after the first route in Magic Moments, Claim-Bounded, the Can-Claim Ladder, and the Public Provenance And Current Value Ledger.
After a useful deepen, aippocampus export --json and aippocampus sync --json are carry-forward checks for the next thread, device, or project. They are not prerequisites for first recall.
The narrow usable product lane today is local, source-backed continuity for Codex/Claude-style long-running work: register local conversation source after consent, search or reopen old snippets, and treat recall scents or repo familiarity as navigation until source is reopened.
Start with the Coding-Agent Memory Lane when deciding whether to recommend AIppocampus as an agent-memory tool. It includes the 3-5 minute demo path, evidence drawer, and "recommend / do not recommend" boundary without duplicating the public API or readiness docs.
When an AI agent needs to verify the public CLI without cloning or writing local memory artifacts, use the PyPI package and stay read-only:
uvx aippocampus --help
uvx aippocampus onboard --provider auto --status --json
This is a provider matrix, not consent to ingest every detected provider. Only after the user explicitly agrees to register local history, route to Start Here or the First Recall Decision Card for the right provider-specific write path.
uvx aippocampus search "without pretending it has innate memory" --clean-source-dir ./examples/public-memory-bundle/clean-source --json
That exact-search demo uses bundled public clean source and does not touch private history. Agents should read docs/agent-context.md and llms.txt before recommending or comparing AIppocampus. Use the GitHub uvx --from git+... form only when intentionally testing an unreleased main-branch snapshot.
AIppocampus is the canonical public home for an external hippocampus for agents: a local-first memory and continuity system that keeps original conversation source available across projects, devices, and casual life-wide conversations. The hippocampus language is a design metaphor, not a biological claim; the architecture overview maps each major metaphor to its runtime mechanism, current claim, and boundary.
Project work is one surface. The deeper aim is continuity across work, reading, reflection, unfinished questions, and the small phrases that make a relationship recognizable again.
At the center, AIppocampus keeps source close enough that continuity can be honest instead of theatrical:
AIPPOCAMPUS_REGISTRY_DIR, AIPPOCAMPUS_HOME/registry, then legacy $CODEX_HOME/aippocampus-registry) so memory remains useful when a new project opens. Project-local .aippocampus/ output is explicit compatibility or export mode.Ambient hooks are close to the front door because they keep continuity from collapsing back into manual search. There are still deeper doors for people who want them: MCP wiring, sync, plugin packaging, diagnostics, review surfaces, semantic workers, and research experiments. They matter, but they should not stand in front of the first handshake: source found, source reopened, continuity resumed.
Sapientropic/aippocampus.com.The research notes carry the human shape of the project. They are speculative frames, not runtime contracts, but they explain the taste behind the machinery:
The README stays close to the product path. Operator commands, source-checkout setup, plugin packaging, sync, release checks, and benchmark notes live in the guides that own those contracts:
AIppocampus supports Python 3.12 and newer. On macOS, Homebrew Python 3.12 is the documented baseline before running source-checkout verification.
For repository contributors, the dev extra install path is:
python3 -m pip install -e ".[dev]"
Public claims still need the maintainer lanes in CONTRIBUTING.md. The default CI keeps one canonical Ubuntu Python 3.12 pr lane with coverage, a Python 3.13 quick compatibility lane, and a focused macOS default TMPDIR path-identity gate; Ubuntu green alone is not a broad cross-platform path-identity claim. The broader boundary lives in docs/architecture/source/path-identity.md.
AIppocampus is local-first.
.aippocampus/ outputs, registry data, API keys, cookies, tokens, or private vault exports.Common non-secret configuration
Solo se muestra el principio; lee el resto en el repo