GitHub
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
作者提供的说明(英文原文)
Extracts decision intent from git history and protects intentional code from AI modification.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"wisegit": {
"command": "npx",
"args": [
"-y",
"@sandip124/wisegit"
]
}
}
}在终端中运行这条命令
claude mcp add wisegit -- npx -y @sandip124/wisegit粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"wisegit": {
"command": "npx",
"args": [
"-y",
"@sandip124/wisegit"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"wisegit": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@sandip124/wisegit"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 Sandip124 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.1.1)于7个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:GitHub, Desktop Commander, Cloudflare MCP
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
*"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
只显示了开头部分;其余内容请在仓库中阅读