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Descripción del creador (original en inglés)
Extracts decision intent from git history and protects intentional code from AI modification.
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": {
"wisegit": {
"command": "npx",
"args": [
"-y",
"@sandip124/wisegit"
]
}
}
}Ejecuta esto en tu terminal
claude mcp add wisegit -- npx -y @sandip124/wisegitPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"wisegit": {
"command": "npx",
"args": [
"-y",
"@sandip124/wisegit"
]
}
}
}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": {
"wisegit": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@sandip124/wisegit"
]
}
}
}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 6 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub Sandip124, 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 (0.1.1) llegó al registro hace 7 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: GitHub, Desktop Commander, Cloudflare MCP
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
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
MCP server for terminal commands, file operations, and process management
Cloudflare MCP servers
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.
*"Don't take a fence down until you know the reason it was put up."*
— G.K. Chesterton
wisegit is a local MCP server that extracts decision intent from git history and protects intentional code from AI modification.
When Claude Code (or any MCP-compatible agent) is about to edit a file, wisegit injects a decision manifest showing which functions are frozen, stable, or open — so the AI respects what was intentional, not just what compiles.
Zero config. Zero external services. Everything local.
# Set up any repo (one command)
npx @sandip124/wisegit setup
claude mcp add wisegit -- npx @sandip124/wisegit serve
LLMs have no concept of intentional code. A manually-tested fix and a broken stub look identical — both are just text. Real scenario:
sleep(350) — manually tested, committed.sleep(350) — looks like dead code.Root cause: git history contains proof of intention. Nobody extracts it.
Git History → Tree-sitter AST → Intent Extraction → SQLite Event Store → MCP Tools
fix:, feat:), DESCRIPTIVE (plain sentences), or NOISE (wip, x)get_file_decisions before editing any file[DECISION MANIFEST: payment.service.cs]
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ FROZEN: ProcessPayment() [score: 0.89] [Recovery: L1]
STABLE: ValidateOrder() [score: 0.55] [Recovery: L2]
OPEN: FormatReceipt() [score: 0.12] [Recovery: L3] ← safe to modify ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
That's it. No Docker, no PostgreSQL, no external services.
cd /path/to/your/repo
npx @sandip124/wisegit setup
This single command:
~/.wisegit/wisegit.db.mcp.json for Claude Code auto-discoveryCLAUDE.md rules that instruct AI to check before editing.mcp.json to .gitignore# Fetch issue/PR details from GitHub/GitLab
GITHUB_TOKEN=ghp_... npx @sandip124/wisegit enrich
This fetches referenced issues (e.g., #134 in commit messages), detects Won't Fix / By Design decisions, and boosts freeze scores for functions linked to those issues.
Open the repo in Claude Code. It will automatically:
.mcp.json)CLAUDE.md)get_file_decisions before editing any file| Tool | Description |
|---|---|
get_file_decisions | Decision manifest for a file — freeze scores, intent history, recovery levels, override status |
get_freeze_score | Score + signal breakdown for a specific function |
get_function_history | Full chronological decision timeline for a function |
get_theory_gaps | Functions with unrecoverable rationale (inactive authors, timeline gaps) |
get_branch_context | Branch merge history — what was migrated and why |
search_decisions | Search past decisions by keyword across the entire repo |
create_override | Override a frozen function (user approves in Claude Code UI) |
extract_intent | Extract intent for NOISE commits using the host LLM — no Ollama needed |
find_similar_functions | Search for existing functions that solve a similar problem before writing new code |
predict_impact | Predict what functions will break if a given function is modified |
get_codebase_conventions | Extract coding conventions for a file's neighborhood |
MCP Resource: wisegit://manifest/{filePath} — decision manifest as auto-discoverable resource
MCP Prompt: check_before_edit — mandatory workflow prompt that returns the decision manifest before editing any file
wisegit uses a smart fallback chain for extracting intent from NOISE commits:
| Context | LLM Used | How |
|---|---|---|
| Inside Claude Code | Host LLM (Claude) | MCP sampling — asks Claude to analyze the diff. Zero setup. |
| CLI with Ollama | Ollama (llama3) | wisegit init --ollama — uses local Ollama instance |
| CLI without Ollama | None | Rule-based extraction only, NOISE commits get no intent |
Inside Claude Code, call extract_intent to retroactively recover intent for NOISE commits — uses Claude itself, no Ollama installation needed.
wisegit setup [--path <dir>] [--global] # One-command repo setup
wisegit init [--full-history] [--path ] # Index git history wisegit enrich [--path ] # Fetch issue/PR context from GitHub/GitLab wisegit audit # Show decision manifest wisegit history [--file ] # Show decision timeline wisegit recompute [--path ] # Recompute scores with PageRank + theory gaps wisegit override --file --reason "..." # Override a frozen function wisegit overrides # List active overrides wisegit sync # Rebuild local cache from git + .wisegit/ wisegit config list # View team configuration wisegit config set # Modify team policy wisegit team-status # Team overview: enrichments, overrides, contributors wisegit team-health # Theory health: healthy/fragile/critical functions wisegit branch-capture # Capture branch context from last merge wisegit branch-list # List all captured branch snapshots wisegit branch-recover # Recover context from old merge commit wisegit calibrate # Show adaptive obsolescence weights vs defaults wisegit report [--output ] # Generate HTML report with scores + insights wisegit serve # Start MCP server (stdio) wisegit hook install|uninstall # Manage git hooks (post-commit + post-merge)
Run npx @sandip124/wisegit setup in any repo. It creates .mcp.json automatically.
claude mcp add wisegit -- npx @sandip124/wisegit serve
.mcp.jsonCreate .mcp.json in your repo root:
{
"wisegit": { "command": "npx", "args": ["@sandip124/wisegit", "serve"] } }
| Language | Extensions |
|---|---|
| C# | .cs |
| TypeScript | .ts, .tsx |
| JavaScript | .js, .jsx, .mjs, .cjs |
| Python | .py |
| Go | .go |
| Rust | .rs |
More languages can be added via Tree-sitter grammar configs in src/ast/languages/.
A commit saying fix: handle null token #134 points to an issue containing reproduction steps, root cause, and explicit decision rationale — everything the commit message never says.
# Fetch issue context from GitHub/GitLab
wisegit enrich --path /path/to/repo
GITHUB_TOKEN=ghp_... wisegit enrich
Supported platforms: GitHub, GitLab (Azure DevOps, Jira, Bitbucket planned)
Auth tokens: GITHUB_TOKEN / GH_TOKEN for GitHub, GITLAB_TOKEN for GitLab. Never stored by wisegit.
| Signal | Freeze Boost | When |
|---|---|---|
| Won't Fix / By Design | +0.35 | Issue closed as not_planned, or has wontfix/by-design label, or comment says "intentional" |
| Reproduction steps | +0.15 | Issue body contains "steps to reproduce" |
| Platform-specific label | +0.10 | Issue labeled ios, safari, windows, etc. |
| Issue unreachable | +0.10 | Issue ref exists but API returned 404 — absent context = protect more |
| PR review comments | +0.15 | Linked PR had reviewer discussion |
The freeze score is never stored directly — it's derived by replaying the event stream for each function. Signal categories:
| Category | Weight | Source |
|---|---|---|
| Git History | 0.20 | Reverts, verified keywords, incident refs, contributor count, Weibull age [18] |
| Issue Enrichment | 0.20 | Won't Fix/By Design, reproduction steps, platform labels |
| Code Structure | 0.15 | Inline comments, magic numbers, defensive patterns |
| Test Signals | 0.15 | Dedicated tests, edge case labels, co-committed tests |
| Structural Importance | 0.15 | Call count (PageRank), public API, DOE expertise model [19] |
| Naur Theory | 0.10 | Global patterns, intentional contradictions, removal cost |
| Aranda Signals | 0.05 | Forgotten patterns, timeline gaps, broken issue links |
| Obsolescence (8 signals) | adaptive | Dead code, stale subgraph, migration leftover, obsolete deps, superseded, SAAD, change burst absence, co-change divergence |
Freeze score formula:
freeze_score = base_score x (1 - obsolescence_penalty)
Protection signals produce the base score (weighted average of present signal categories, not additive sum); obsolescence signals produce the penalty. Obsolescence weights are adaptive — calibrated per-repository using Shannon entropy and Bayesian feedback. Falls back to hardcoded defaults when < 20 functions have signals. Age signal uses Weibull survival model [18] (k=0.7, lambda=2.4y); contributor expertise uses DOE model [19] (4 variables: contribution share, recency, duration, frequency).
Academic grounding: 24 published papers. See REFERENCE.md for full citations.
Tested on 3 real-world open-source codebases:
| Repo | Commits | Functions | FROZEN | STABLE | Max Score |
|---|---|---|---|---|---|
| pallets/flask | 5,565 | 4,355 | 72 | 2,272 | 0.927 |
| expressjs/express | 6,382 | 409 | 1 | 247 | 0.811 |
| zeeguu/api | 4,515 | 3,216 | 1 | 12 | 0.583 |
Flask's core APIs (__init__, run, wsgi_app, url_for) c
Solo se muestra el principio; lee el resto en el repo