MCP server de LoopOver
Commit 3 nov 2026Automatiza todo el ciclo de vida de desarrollo mediante agentes autónomos para escribir, revisar y fusionar código en repositorios de GitHub.
También conocido como JSONbored/loopover
- Stars
- 22
- Herramientas
- —
- Descargas, 30 días
- —
- Última versión
- —
- Último commit
- 3 nov 2026
- Licencia
- AGPL-3.0
¿Qué es LoopOver MCP?
LoopOver es un MCP server. Automatiza todo el ciclo de vida de desarrollo mediante agentes autónomos para escribir, revisar y fusionar código en repositorios de GitHub.
Resumen generado a partir del README del proyecto
Acerca del MCP server de LoopOver
LoopOver permite a mantenedores y colaboradores automatizar todo el ciclo de vida de desarrollo, desde la escritura y revisión hasta la fusión de código en GitHub. Los mantenedores pueden auto-alojar un agente de revisión autónomo que gestiona las colas de pull requests basando las revisiones de IA en el estado final de CI, el contenido completo de los archivos y RAG de la base de código. Este agente puede bloquear, aprobar o fusionar cambios respetando controles específicos como kill-switches y dry-runs.
Los colaboradores utilizan el paquete @loopover/mcp para integrar veredictos de gate predictivos, comprobaciones de preflight de ramas y detección de duplicados en sus propios entornos de IA. El sistema incluye un runtime de miner que se ejecuta de forma desatendida en varios repositorios basándose en una especificación de objetivos. Para quienes utilizan Bittensor, el motor proporciona vistas previas de puntuación y economía de registro. La configuración requiere una instalación de CLI local vía npm y puede integrarse en clientes como Claude o Cursor mediante configuración stdio.
Qué puedes hacer con él
- 1Minería autónoma de repositoriosEl runtime del miner puede ejecutarse de forma desatendida en múltiples repositorios para encontrar oportunidades de desarrollo.
- 2Escaneo de seguridad y secretosEl sistema puede escanear automáticamente los diffs de código en busca de secretos filtrados y neutralizar intentos de prompt injection.
Escrito a partir del README del proyecto. Cada caso de uso se verifica con una cita del mismo.
Verificaciones automáticas
Ejecutado 14 nov 2026Informe completo →Aún no verificado. Un servidor necesita una puntuación de 80, ningún hallazgo grave y suficientes datos para que podamos revisarlo. Cómo funcionan las verificaciones · Qué corregir para obtener más puntos
- Repositorio de origen vinculado y accesiblejsonbored/loopover is public and reachablegithub.com/jsonbored/loopover ↗Aprobado
- El paquete indica este repositorio como su origenNo verificado
- Procedencia de la compilación (atestación de Sigstore)No verificado
- Licencia de código abierto (OSI)AGPL-3.0spdx.org/licenses/AGPL-3.0.html ↗Aprobado
- Commit o lanzamiento en el último añoLast commit or release 2026-11-03github.com/jsonbored/loopover ↗Aprobado
- OpenSSF ScorecardNo verificado
- El nombre del paquete no es similar a un paquete popularNo verificado
- No hay avisos críticos en el paquete ni en sus dependenciasNo verificado
- Sin instrucciones ocultas para el modelo0 tool descriptions and the README read; no override phrases, credential paths or hidden charactersAprobado
- Las herramientas destructivas están etiquetadasNo verificado
- El endpoint remoto responde al handshake de MCPNo verificado
README
Ver en GitHubLoopOver
Formerly Gittensory.
The loop never sleeps. You finally can.
LoopOver automates the entire development lifecycle — write, review, merge, learn — end to end, with agents on both sides and a published safety record. The good kind of infinite loop, on any GitHub repo.
- For maintainers (self-hosted): an autonomous review agent works the PR queue end-to-end — AI review grounded in finished CI status, full post-change file content, and codebase RAG — then gates, approves, requests changes, merges, or closes on its own, governed by dry-run / pause / freeze / kill-switch controls.
- For contributors: the
@loopover/mcpcopilot brings predicted gate verdicts, branch preflight, duplicate detection, and cross-repo opportunity discovery into your own AI harness; the autonomous miner runtime (@loopover/miner) runs unattended across a fleet of repos, respecting each target repo's.loopover-miner.ymlgoal spec. - With proof: merge/close decisions are outcome-confirmed (merged / reopened / reverted), published with coverage and confidence intervals on the live fairness report, and backed by a certified close-precision guarantee that self-tightens as data grows. The backtest corpus behind the published numbers is checksummed and replayable by anyone.
- Gittensor-native intelligence built in: for Bittensor SN74 miners the same engine adds scoreability previews, registry economics, and the cross-repo duplicate graph — while keeping wallet, hotkey, and raw trust-score context out of public GitHub output.
Self-hosting the whole stack is the path available today — and it doubles as the trust story: audit the algorithm, run it on your own infra, replay the published numbers yourself. A hosted plane is in open development on the public milestones (ORB Cloud Readiness, Rent-a-Loop): rentable, metered loops you point at a repo — and, further out, at nothing more than an idea.
It is the single converged home of the native review system; the legacy separate reviewbot repo/runtime is not part of the active architecture described here.
It is not a Gittensor explorer, public leaderboard, reward-farming bot, or wallet dashboard.
Privacy Boundary
LoopOver keeps sensitive context private by default.
- MCP local branch analysis sends metadata, not source contents.
- Public GitHub comments never include wallet, hotkey, reward estimate, private ranking, raw trust score, or reviewability context.
- Optional AI summaries receive compact deterministic signal bundles, not raw source code.
- Maintainer packets and scoring context stay on protected API/MCP surfaces.
- MCP tool-call telemetry is an allowlist of four fields, and is anonymous — see below.
MCP telemetry
A recorded MCP tool call carries exactly four fields, and there is no fifth: the tool name, which surface
dispatched it (remote or local), whether it succeeded, and a coarse duration in milliseconds. The
allowlist is the event shape itself rather than a filter over a richer one, so there is nowhere to put anything
else.
Never tracked: tool arguments, source contents, repository or issue text, and wallet, hotkey, coldkey, reward, private ranking, or raw trust-score data. Events also carry no per-actor identity — every event shares one constant, anonymous handle, so there is no per-user profile to accumulate — and IP-based geo enrichment is disabled.
Each surface is controlled separately, and they differ in who holds the switch:
- Local CLI (
@loopover/mcp) — opt-in, OFF by default. Nothing is recorded unless you have runloopover-mcp telemetry enable; an API key alone is not enough.loopover-mcp telemetry statusreports the current state, anddisableremoves the flag entirely. - Hosted / remote MCP — a deployment setting, not a per-user one: it records when the operator configures
POSTHOG_API_KEY, which the hosted service does. A self-hosted deployment that leaves it unset records nothing.
See Privacy and security for the full boundary.
Review Capabilities
LoopOver CI and LoopOver review score, gate, and comment on pull requests. The review algorithm is open-source; operators tune behavior through per-repo settings and the LOOPOVER_REVIEW_* feature flags, every one of which ships OFF and is opt-in per repo.
- Safety scan — defangs untrusted PR title/body/diff (prompt-injection neutralization) before the AI reviewer reads them, and scans the diff for leaked secrets, surfacing a
secret_leakblocker. - CI + full-file grounding — grounds the AI reviewer with the PR's finished CI status and the full post-change content of the changed files, so claims are verified against reality instead of predicted.
- Codebase RAG — retrieval-augmented context that queries the codebase vector index for related callers, modules, and conventions and appends them to the reviewer prompt (additive only; inert until an index exists).
- Submitter-reputation gating — an internal-only spend control that downgrades new / burst / low-reputation submitters to a deterministic-only review, never surfaced on any public comment, label, or check.
- Unified review comment — renders the public PR feedback as one in-place comment instead of multiple panels. With
.loopover.yml'sreview.changed_files_summaryalso on (off by default), it gains a deterministic, no-AI "Changed files" collapsible: one row per file category (source/test/docs/config/generated), with file counts and +/- totals. - Per-repo activation — capabilities roll forward (and back) one flag and one repo at a time via the
LOOPOVER_REVIEW_REPOSallowlist.
Check-run and comment surfaces, disambiguated (a common point of confusion — these are three independent, separately-configured things, not layers of the same feature):
LoopOver Orb Review Agent(gate.*/settings.reviewCheckMode, off by default) — the authoritative GitHub Check Run carrying the gate's pass/fail verdict. This is the one worth making a required status check.LoopOver Context(settings.checkRunMode/settings.checkRunDetailLevel, off by default) — a separate, purely advisory Check Run. At its defaultcheckRunDetailLevel: minimalit publishes no findings at all; even atstandard/deepit only re-renders content already shown elsewhere. Never make this one required.- Inline review comments (
LOOPOVER_REVIEW_INLINE_COMMENTS+.loopover.yml'sreview.inline_comments, off by both by default) — real, reply-able line-anchored PR review comment threads (CodeRabbit-style). This is the ONLY one of the three that posts an interactive per-line thread; the two check runs above never do. With.loopover.yml'sreview.suggestionsalso on, a precise line-anchored fix is additionally rendered as a one-click, committable GitHub suggested-change block. Withreview.finding_categoriesalso on (off by default), each finding is additionally tagged with a category — security/correctness/performance/maintainability/tests/style — in both the inline comment label and the unified comment's "Finding categories" collapsible; a deterministic path/keyword fallback covers whatever the model omits.
See Tuning your reviews for the full flag, setting, and .loopover.yml reference.
Start Here
| Audience | Start | Useful next links |
|---|---|---|
| Miners and contributors | Quickstart | MCP client setup, Miner workflow, Scoreability |
| Maintainers | GitHub App | Maintainer workflow, Self-host reviews, Privacy and security |
| Repo owners and operators | Beta onboarding | Upstream drift, Troubleshooting, Roadmap |
| Agent authors | Agents | API browser, MCP client setup |
Surfaces
| Surface | Link |
|---|---|
| Website | loopover.ai |
| Docs | loopover.ai/docs |
| MCP package | @loopover/mcp |
| Engine package | @loopover/engine — shared deterministic logic for the review stack and miner |
| Miner package | @loopover/miner — local foundation CLI for the autonomous miner runtime |
| API | API browser and OpenAPI JSON |
| GitHub App | Setup docs — self-hosting is the only currently available path |
MCP Install
npm install -g @loopover/mcp@latest
loopover-mcp login
loopover-mcp doctor
loopover-mcp --stdio
Print editor/client snippets:
loopover-mcp init-client --print codex
loopover-mcp init-client --print claude
loopover-mcp init-client --print cursor
For full editor setup and stdio configuration, use MCP client setup.
Run base-agent commands:
loopover-mcp agent plan --login jsonbored --json
loopover-mcp agent packet --login jsonbored --json
loopover-mcp agent status <run-id> --json
Local Development
npm install
npm run cf-typegen
npm run db:migrate:local
npm run dev
npm run test:ci
Release-only validation:
npm run test:release
npm run test:release:mcp
Frontend:
npm run ui:dev
npm run ui:build
Gittensor Contributor Impact
Refreshed weekly by .github/workflows/gittensor-impact.yml.
Project Links
| Need | Link |
|---|---|
| Contributing | CONTRIBUTING.md |
| Security | SECURITY.md |
| Support | SUPPORT.md |
| Changelog | CHANGELOG.md |
Normal feature/fix PRs do not edit changelogs. Changelogs are release-prep artifacts.
Preguntas sobre LoopOver MCP
¿Cómo gestiona LoopOver la privacidad y los datos sensibles?
Mantiene el contexto sensible privado por defecto, enviando solo metadatos para el análisis de ramas locales y asegurando que los comentarios públicos de GitHub nunca incluyan datos privados de billeteras o rankings.
¿Puedo auto-alojar LoopOver?
Sí, actualmente la opción disponible es el self-hosting de todo el stack, lo que te permite auditar el algoritmo y ejecutarlo en tu propia infraestructura.
¿Qué capacidades de revisión tiene el agente?
El agente ofrece escaneos de seguridad para prompt injection y secretos, integración con CI y grounding de archivos completos, RAG de la base de código y comentarios de revisión unificados.