Wisegit

io.github.Sandip124由 GitHub 帳號 Sandip124 發布v0.1.1更新於 Nov 3, 2026

Extracts decision intent from git history and protects intentional code from AI modification.

已驗證STDIO僅桌面知識與記憶開發者工具

概覽

AI 產生的概覽

本機 MCP 伺服器,從 git 歷史擷取決策意圖並提供凍結評分,讓助理在改程式碼前尊重刻意為之的實作。

可以做什麼
  • 檢視檔案的決策清單,含凍結評分、意圖歷史、復原等級與覆寫狀態
  • 查詢單一函式的評分與訊號明細,或完整的依時間排序決策紀錄
  • 依關鍵字搜尋過往決策,並找出解決類似問題的既有函式
  • 預測修改某函式會影響哪些函式,並讀取檔案周邊的撰寫慣例
  • 列出理論缺口與分支合併歷史,並為凍結函式建立覆寫紀錄
  • 借助宿主模型為低資訊量的提交補擷取意圖
適用情境
適合歷史悠久或遺留程式碼庫,其中過往的修正、變通做法與刻意的設計容易被 AI 誤判為無用程式碼。當你希望助理在重構或「找 bug」前先確認哪些是刻意為之,最值得安裝。
執行需求
透過 npx 以 stdio 在本機執行,需要 Node.js 20 或更新版本。初始化會索引儲存庫的 git 歷史,並建立本機 SQLite 資料庫與專案設定檔。選用的 issue 補充需要 GitHub 或 GitLab 權杖;選用的本機模型擷取需要 Ollama 執行個體。
安裝前請注意
初始化會寫入檔案到儲存庫,包括 MCP 設定與代理規則檔,並把其中一個加入 gitignore。覆寫紀錄與補充資料存放在受 git 追蹤的目錄,會與團隊共享。選用的補充功能會把 issue 參照傳送到 GitHub 或 GitLab,需要 GITHUB_TOKEN 或 GITLAB_TOKEN 等權杖。凍結評分是啟發式判斷,並不代表程式碼不能修改。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Wisegit,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

wisegit

[npm] [MCP Registry] [License: MIT]

"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.

Install

bash
# Set up any repo (one command)npx @sandip124/wisegit setup
# Or add as MCP server globallyclaude mcp add wisegit -- npx @sandip124/wisegit serve

Published on

The Problem

LLMs have no concept of intentional code. A manually-tested fix and a broken stub look identical — both are just text. Real scenario:

  1. You fix a Stripe race condition with sleep(350) — manually tested, committed.
  2. Next session: "find bugs." Claude removes sleep(350) — looks like dead code.
  3. Production incident.

Root cause: git history contains proof of intention. Nobody extracts it.

How It Works

Git History → Tree-sitter AST → Intent Extraction → SQLite Event Store → MCP Tools
  1. Indexes your git history — walks every commit, parses diffs at the AST level (function boundaries, not line counts)
  2. Classifies commits — STRUCTURED (fix:, feat:), DESCRIPTIVE (plain sentences), or NOISE (wip, x)
  3. Extracts intent — rule-based for structured/descriptive commits, LLM for noise (Phase 2)
  4. Computes freeze scores — 0–1 per function, derived from protection signals (git, issue, code structure, test, structural, Naur, Aranda) minus adaptive obsolescence penalty (8 signals, entropy-calibrated). Age uses Weibull survival [18]; expertise uses DOE model [19]
  5. Serves decision manifests via MCP — Claude Code calls get_file_decisions before editing any file

What the AI Sees

[DECISION MANIFEST: payment.service.cs]━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━FROZEN:  ProcessPayment()  [score: 0.89] [Recovery: L1]  - sleep(350) → Stripe race condition. Won't Fix.    HIGH — commit a3f19b2
STABLE:  ValidateOrder()  [score: 0.55] [Recovery: L2]  - Fixed null reference on Safari iOS WebKit.    MEDIUM — commit 7c14694
OPEN:    FormatReceipt()  [score: 0.12] [Recovery: L3]  ← safe to modify━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  • FROZEN (score >= 0.80): Do not modify without explicit user approval
  • STABLE (score 0.50-0.79): Proceed with caution, review intent first
  • OPEN (score < 0.50): Safe to modify freely

Quick Start

Prerequisites

  • Node.js >= 20

That's it. No Docker, no PostgreSQL, no external services.

1. Set Up a Repository (one command)

bash
cd /path/to/your/reponpx @sandip124/wisegit setup

This single command:

  • Creates a local SQLite database at ~/.wisegit/wisegit.db
  • Indexes your entire git history (462 commits in ~13 seconds)
  • Creates .mcp.json for Claude Code auto-discovery
  • Creates CLAUDE.md rules that instruct AI to check before editing
  • Adds .mcp.json to .gitignore

2. Enrich with Issue Context (optional)

bash
# Fetch issue/PR details from GitHub/GitLabGITHUB_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.

3. Done

Open the repo in Claude Code. It will automatically:

  1. Start the wisegit MCP server (via .mcp.json)
  2. Read the protection rules (via CLAUDE.md)
  3. Call get_file_decisions before editing any file

MCP Tools

ToolDescription
get_file_decisionsDecision manifest for a file — freeze scores, intent history, recovery levels, override status
get_freeze_scoreScore + signal breakdown for a specific function
get_function_historyFull chronological decision timeline for a function
get_theory_gapsFunctions with unrecoverable rationale (inactive authors, timeline gaps)
get_branch_contextBranch merge history — what was migrated and why
search_decisionsSearch past decisions by keyword across the entire repo
create_overrideOverride a frozen function (user approves in Claude Code UI)
extract_intentExtract intent for NOISE commits using the host LLM — no Ollama needed
find_similar_functionsSearch for existing functions that solve a similar problem before writing new code
predict_impactPredict what functions will break if a given function is modified
get_codebase_conventionsExtract 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

LLM Intent Extraction Strategy

wisegit uses a smart fallback chain for extracting intent from NOISE commits:

ContextLLM UsedHow
Inside Claude CodeHost LLM (Claude)MCP sampling — asks Claude to analyze the diff. Zero setup.
CLI with OllamaOllama (llama3)wisegit init --ollama — uses local Ollama instance
CLI without OllamaNoneRule-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.

CLI Commands

bash
wisegit setup [--path <dir>] [--global]         # One-command repo setupwisegit init [--full-history] [--path <dir>]     # Index git historywisegit enrich [--path <dir>]                    # Fetch issue/PR context from GitHub/GitLabwisegit audit <file>                             # Show decision manifestwisegit history <target> [--file <path>]         # Show decision timelinewisegit recompute [--path <dir>]                  # Recompute scores with PageRank + theory gapswisegit override <fn> --file <f> --reason "..."  # Override a frozen functionwisegit overrides                                # List active overrideswisegit sync                                     # Rebuild local cache from git + .wisegit/wisegit config list                              # View team configurationwisegit config set <key> <value>                 # Modify team policywisegit team-status                              # Team overview: enrichments, overrides, contributorswisegit team-health                              # Theory health: healthy/fragile/critical functionswisegit branch-capture                           # Capture branch context from last mergewisegit branch-list                              # List all captured branch snapshotswisegit branch-recover <sha>                     # Recover context from old merge commitwisegit calibrate                                # Show adaptive obsolescence weights vs defaultswisegit report [--output <file>]                 # Generate HTML report with scores + insightswisegit serve                                    # Start MCP server (stdio)wisegit hook install|uninstall                   # Manage git hooks (post-commit + post-merge)

Configure for Claude Code

Option A: Per-repo (recommended)

Run npx @sandip124/wisegit setup in any repo. It creates .mcp.json automatically.

Option B: Global registration

bash
claude mcp add wisegit -- npx @sandip124/wisegit serve

Option C: Manual .mcp.json

Create .mcp.json in your repo root:

json
{  "wisegit": {    "command": "npx",    "args": ["@sandip124/wisegit", "serve"]  }}

Supported Languages

LanguageExtensions
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/.

Issue Enrichment

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.

bash
# Fetch issue context from GitHub/GitLabwisegit enrich --path /path/to/repo
# With auth (5000 req/hr instead of 60)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.

Issue-derived freeze signals

SignalFreeze BoostWhen
Won't Fix / By Design+0.35Issue closed as not_planned, or has wontfix/by-design label, or comment says "intentional"
Reproduction steps+0.15Issue body contains "steps to reproduce"
Platform-specific label+0.10Issue labeled ios, safari, windows, etc.
Issue unreachable+0.10Issue ref exists but API returned 404 — absent context = protect more
PR review comments+0.15Linked PR had reviewer discussion

Freeze Score Signals

The freeze score is never stored directly — it's derived by replaying the event stream for each function. Signal categories:

CategoryWeightSource
Git History0.20Reverts, verified keywords, incident refs, contributor count, Weibull age [18]
Issue Enrichment0.20Won't Fix/By Design, reproduction steps, platform labels
Code Structure0.15Inline comments, magic numbers, defensive patterns
Test Signals0.15Dedicated tests, edge case labels, co-committed tests
Structural Importance0.15Call count (PageRank), public API, DOE expertise model [19]
Naur Theory0.10Global patterns, intentional contradictions, removal cost
Aranda Signals0.05Forgotten patterns, timeline gaps, broken issue links
Obsolescence (8 signals)adaptiveDead 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.

Cross-Repo Validation

Tested on 3 real-world open-source codebases:

RepoCommitsFunctionsFROZENSTABLEMax Score
pallets/flask5,5654,355722,2720.927
expressjs/express6,38240912470.811
zeeguu/api4,5153,2161120.583

Flask's core APIs (__init__, run, wsgi_app, url_for) correctly scored FROZEN (0.87+). Express routing primitives (paramCallback, Route, Router) correctly scored FROZEN/STABLE. Scores adapt to each codebase's history rather than producing uniform distributions.

See REFERENCE.md for detailed validation findings and implementation changes.

Legacy Codebase Evolution

wisegit is designed for codebases that have accumulated years of intentional decisions. The freeze score doesn't mean "never change this" — it means "understand these decisions before you change it."

Progressive migration, not shiny rewrites. Per Távora [12]: the business rules in messy code are correct and valuable. The technical debt is in the structure, not the decisions. wisegit protects the decisions while you fix the structure.

StageHow wisegit helps
Understand AS-ISwisegit audit shows what's intentional. wisegit team-health shows where institutional knowledge is lost.
Protect during refactoringManifests tell developers + AI which behaviors were deliberately chosen
Record rationaleOverride reasons persist in .wisegit/overrides.jsonl — not buried in Slack
Preserve migration contextBranch snapshots record what was replaced and what should never return
Track cross-boundary depsCo-change signals detect coupling between legacy and replacement code

See REFERENCE.md for the full legacy evolution section with academic grounding (24 published papers).

Team Support

wisegit uses a three-layer architecture — no separate "team mode" needed:

LayerWhatShared?
Deterministic baseCommit classification, rule-based intent, git signalsVia git (automatic)
Team knowledgeEnrichments, overrides, intents, branch contextsVia .wisegit/ (git-tracked)
Local cacheSQLite at ~/.wisegit/wisegit.dbNever (derived)
.wisegit/                      # Tracked by git — shared with team├── config.json                # Team policy (thresholds, AI authors)├── enrichments.jsonl          # Issue enrichment cache├── overrides.jsonl            # Override audit trail└── branch-contexts.jsonl      # Branch merge snapshots

JSONL format — one JSON object per line. Concurrent appends produce no git merge conflicts.

After a teammate pushes .wisegit/ changes, run wisegit sync to import them into your local cache.

See TEAM-ROADMAP.md for the full team architecture design.

Architecture

┌─────────────────────────────────────────────────┐│  Claude Code / MCP Client                       ││  ┌───────────────────────────────────────────┐  ││  │ 1. Reads CLAUDE.md protection rules       │  ││  │ 2. Calls get_file_decisions before edits  │  ││  │ 3. Respects FROZEN / STABLE / OPEN        │  ││  └───────────────────────────────────────────┘  │└─────────────────┬───────────────────────────────┘                  │ MCP (stdio)┌─────────────────▼───────────────────────────────┐│  wisegit MCP Server                             ││  ┌──────────┐ ┌──────────┐ ┌─────────────────┐ ││  │get_file_ │ │get_freeze│ │search_decisions │ ││  │decisions │ │_score    │ │                 │ ││  └────┬─────┘ └────┬─────┘ └───────┬─────────┘ │└───────┼─────────────┼───────────────┼───────────┘        │             │               │┌───────▼─────────────▼───────────────▼───────────┐│  SQLite (~/.wisegit/wisegit.db)                 ││  ┌──────────────┐ ┌────────────┐ ┌───────────┐ ││  │decision_events│ │freeze_scores│ │issue_     │ ││  │(append-only) │ │(derived)   │ │enrichments│ ││  └──────────────┘ └────────────┘ └─────┬─────┘ │└────────────────────────────────────────┼────────┘                                         │┌────────────────────────────────────────▼────────┐│  Issue Enrichment (wisegit enrich)              ││  ┌─────────┐ ┌─────────┐ ┌──────────────────┐  ││  │ GitHub  │ │ GitLab  │ │ Jira (planned)   │  ││  │ REST API│ │ REST API│ │                  │  ││  └─────────┘ └─────────┘ └──────────────────┘  │└─────────────────────────────────────────────────┘

Environment Variables

VariableDefaultDescription
WISEGIT_DB_PATH~/.wisegit/wisegit.dbSQLite database path
GITHUB_TOKEN / GH_TOKEN—GitHub API token (5000 req/hr vs 60 unauthenticated)
GITLAB_TOKEN—GitLab API token for issue enrichment
OLLAMA_URLhttp://localhost:11434Ollama server URL (Phase 2)
OLLAMA_CHAT_MODELllama3Model for intent extraction (Phase 2)
OLLAMA_EMBED_MODELnomic-embed-textModel for embeddings (Phase 2)

Security

  • Everything runs locally — only issue enrichment makes outbound API calls (opt-in via wisegit enrich)
  • Append-only event store — decisions are never deleted, only added
  • SQLite database stored at ~/.wisegit/wisegit.db — no network exposure
  • MCP tool inputs validated with strict Zod schemas (path traversal protection, length limits)
  • Error messages sanitized before returning to MCP clients
  • File writes check for symlinks before writing
  • Config files parsed with allowlisted keys only (no prototype pollution)

Roadmap

  • Phase 1 — Event store, AST chunking, commit classification, intent extraction, MCP server, CLI
  • Phase 1.5 — Issue enrichment (GitHub, GitLab) with Won't Fix/By Design detection, freeze boost signals
  • Phase 2 — Full freeze score: call graph + PageRank, theory gap detection (Naur death, forgotten patterns), co-change signals, Aranda signals, Ollama client, Go + Rust support
  • Phase 4 — Override system (mandatory reason, time-boxed expiry, audit trail), branch context preservation (post-merge hook, snapshot storage, recovery)
  • Phase A — Shared team knowledge layer: .wisegit/ directory with JSONL files for enrichments, overrides, branch contexts, and team config
  • Phase B — Team-aware manifests: theory holder tracking, risk levels (healthy/fragile/critical), team status + health commands
  • Phase C — AI-era adaptations: commit origin detection (HUMAN/AI_REVIEWED/AI_UNREVIEWED), origin-weighted freeze scores
  • Phase D — Override approval workflow, team health metrics
  • Phase E — Adaptive obsolescence calibration: 8 obsolescence signals, entropy-calibrated weights, Bayesian feedback, wisegit calibrate CLI

License

MIT

來源:README.md,提交 75fab44

工具

0
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版本歷史

1
  1. v0.1.1最新Sep 16, 2026

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