chore: snapshot backup before rainycy push (20260624-032434)

Auto-committed by MiMo for migration to git.rainycy.top
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sakuradairong
2026-06-24 03:28:06 +08:00
parent 2b17760fbd
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---
name: gitnexus-cli
description: "Use when the user needs to run GitNexus CLI commands like analyze/index a repo, check status, clean the index, generate a wiki, or list indexed repos. Examples: \"Index this repo\", \"Reanalyze the codebase\", \"Generate a wiki\""
---
# GitNexus CLI Commands
All commands work via `npx` — no global install required.
## Commands
### analyze — Build or refresh the index
```bash
npx gitnexus analyze
```
Run from the project root. This parses all source files, builds the knowledge graph, writes it to `.gitnexus/`, and generates CLAUDE.md / AGENTS.md context files.
| Flag | Effect |
| -------------- | ---------------------------------------------------------------- |
| `--force` | Force full re-index even if up to date |
| `--embeddings` | Enable embedding generation for semantic search (off by default) |
| `--drop-embeddings` | Drop existing embeddings on rebuild. By default, an `analyze` without `--embeddings` preserves them. |
**When to run:** First time in a project, after major code changes, or when `gitnexus://repo/{name}/context` reports the index is stale. In Claude Code, a PostToolUse hook detects staleness after `git commit` and `git merge` and notifies the agent to run `analyze` — the hook does not run analyze itself, to avoid blocking the agent for up to 120s and risking KuzuDB corruption on timeout.
### status — Check index freshness
```bash
npx gitnexus status
```
Shows whether the current repo has a GitNexus index, when it was last updated, and symbol/relationship counts. Use this to check if re-indexing is needed.
### clean — Delete the index
```bash
npx gitnexus clean
```
Deletes the `.gitnexus/` directory and unregisters the repo from the global registry. Use before re-indexing if the index is corrupt or after removing GitNexus from a project.
| Flag | Effect |
| --------- | ------------------------------------------------- |
| `--force` | Skip confirmation prompt |
| `--all` | Clean all indexed repos, not just the current one |
### wiki — Generate documentation from the graph
```bash
npx gitnexus wiki
```
Generates repository documentation from the knowledge graph using an LLM. Requires an API key (saved to `~/.gitnexus/config.json` on first use).
| Flag | Effect |
| ------------------- | ----------------------------------------- |
| `--force` | Force full regeneration |
| `--model <model>` | LLM model (default: minimax/minimax-m2.5) |
| `--base-url <url>` | LLM API base URL |
| `--api-key <key>` | LLM API key |
| `--concurrency <n>` | Parallel LLM calls (default: 3) |
| `--gist` | Publish wiki as a public GitHub Gist |
### list — Show all indexed repos
```bash
npx gitnexus list
```
Lists all repositories registered in `~/.gitnexus/registry.json`. The MCP `list_repos` tool provides the same information.
## After Indexing
1. **Read `gitnexus://repo/{name}/context`** to verify the index loaded
2. Use the other GitNexus skills (`exploring`, `debugging`, `impact-analysis`, `refactoring`) for your task
## Troubleshooting
- **"Not inside a git repository"**: Run from a directory inside a git repo
- **Index is stale after re-analyzing**: Restart Claude Code to reload the MCP server
- **Embeddings slow**: Omit `--embeddings` (it's off by default) or set `OPENAI_API_KEY` for faster API-based embedding

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---
name: gitnexus-debugging
description: "Use when the user is debugging a bug, tracing an error, or asking why something fails. Examples: \"Why is X failing?\", \"Where does this error come from?\", \"Trace this bug\""
---
# Debugging with GitNexus
## When to Use
- "Why is this function failing?"
- "Trace where this error comes from"
- "Who calls this method?"
- "This endpoint returns 500"
- Investigating bugs, errors, or unexpected behavior
## Workflow
```
1. gitnexus_query({query: "<error or symptom>"}) → Find related execution flows
2. gitnexus_context({name: "<suspect>"}) → See callers/callees/processes
3. READ gitnexus://repo/{name}/process/{name} → Trace execution flow
4. gitnexus_cypher({query: "MATCH path..."}) → Custom traces if needed
```
> If "Index is stale" → run `npx gitnexus analyze` in terminal.
## Checklist
```
- [ ] Understand the symptom (error message, unexpected behavior)
- [ ] gitnexus_query for error text or related code
- [ ] Identify the suspect function from returned processes
- [ ] gitnexus_context to see callers and callees
- [ ] Trace execution flow via process resource if applicable
- [ ] gitnexus_cypher for custom call chain traces if needed
- [ ] Read source files to confirm root cause
```
## Debugging Patterns
| Symptom | GitNexus Approach |
| -------------------- | ---------------------------------------------------------- |
| Error message | `gitnexus_query` for error text → `context` on throw sites |
| Wrong return value | `context` on the function → trace callees for data flow |
| Intermittent failure | `context` → look for external calls, async deps |
| Performance issue | `context` → find symbols with many callers (hot paths) |
| Recent regression | `detect_changes` to see what your changes affect |
## Tools
**gitnexus_query** — find code related to error:
```
gitnexus_query({query: "payment validation error"})
→ Processes: CheckoutFlow, ErrorHandling
→ Symbols: validatePayment, handlePaymentError, PaymentException
```
**gitnexus_context** — full context for a suspect:
```
gitnexus_context({name: "validatePayment"})
→ Incoming calls: processCheckout, webhookHandler
→ Outgoing calls: verifyCard, fetchRates (external API!)
→ Processes: CheckoutFlow (step 3/7)
```
**gitnexus_cypher** — custom call chain traces:
```cypher
MATCH path = (a)-[:CodeRelation {type: 'CALLS'}*1..2]->(b:Function {name: "validatePayment"})
RETURN [n IN nodes(path) | n.name] AS chain
```
## Example: "Payment endpoint returns 500 intermittently"
```
1. gitnexus_query({query: "payment error handling"})
→ Processes: CheckoutFlow, ErrorHandling
→ Symbols: validatePayment, handlePaymentError
2. gitnexus_context({name: "validatePayment"})
→ Outgoing calls: verifyCard, fetchRates (external API!)
3. READ gitnexus://repo/my-app/process/CheckoutFlow
→ Step 3: validatePayment → calls fetchRates (external)
4. Root cause: fetchRates calls external API without proper timeout
```

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---
name: gitnexus-exploring
description: "Use when the user asks how code works, wants to understand architecture, trace execution flows, or explore unfamiliar parts of the codebase. Examples: \"How does X work?\", \"What calls this function?\", \"Show me the auth flow\""
---
# Exploring Codebases with GitNexus
## When to Use
- "How does authentication work?"
- "What's the project structure?"
- "Show me the main components"
- "Where is the database logic?"
- Understanding code you haven't seen before
## Workflow
```
1. READ gitnexus://repos → Discover indexed repos
2. READ gitnexus://repo/{name}/context → Codebase overview, check staleness
3. gitnexus_query({query: "<what you want to understand>"}) → Find related execution flows
4. gitnexus_context({name: "<symbol>"}) → Deep dive on specific symbol
5. READ gitnexus://repo/{name}/process/{name} → Trace full execution flow
```
> If step 2 says "Index is stale" → run `npx gitnexus analyze` in terminal.
## Checklist
```
- [ ] READ gitnexus://repo/{name}/context
- [ ] gitnexus_query for the concept you want to understand
- [ ] Review returned processes (execution flows)
- [ ] gitnexus_context on key symbols for callers/callees
- [ ] READ process resource for full execution traces
- [ ] Read source files for implementation details
```
## Resources
| Resource | What you get |
| --------------------------------------- | ------------------------------------------------------- |
| `gitnexus://repo/{name}/context` | Stats, staleness warning (~150 tokens) |
| `gitnexus://repo/{name}/clusters` | All functional areas with cohesion scores (~300 tokens) |
| `gitnexus://repo/{name}/cluster/{name}` | Area members with file paths (~500 tokens) |
| `gitnexus://repo/{name}/process/{name}` | Step-by-step execution trace (~200 tokens) |
## Tools
**gitnexus_query** — find execution flows related to a concept:
```
gitnexus_query({query: "payment processing"})
→ Processes: CheckoutFlow, RefundFlow, WebhookHandler
→ Symbols grouped by flow with file locations
```
**gitnexus_context** — 360-degree view of a symbol:
```
gitnexus_context({name: "validateUser"})
→ Incoming calls: loginHandler, apiMiddleware
→ Outgoing calls: checkToken, getUserById
→ Processes: LoginFlow (step 2/5), TokenRefresh (step 1/3)
```
## Example: "How does payment processing work?"
```
1. READ gitnexus://repo/my-app/context → 918 symbols, 45 processes
2. gitnexus_query({query: "payment processing"})
→ CheckoutFlow: processPayment → validateCard → chargeStripe
→ RefundFlow: initiateRefund → calculateRefund → processRefund
3. gitnexus_context({name: "processPayment"})
→ Incoming: checkoutHandler, webhookHandler
→ Outgoing: validateCard, chargeStripe, saveTransaction
4. Read src/payments/processor.ts for implementation details
```

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---
name: gitnexus-guide
description: "Use when the user asks about GitNexus itself — available tools, how to query the knowledge graph, MCP resources, graph schema, or workflow reference. Examples: \"What GitNexus tools are available?\", \"How do I use GitNexus?\""
---
# GitNexus Guide
Quick reference for all GitNexus MCP tools, resources, and the knowledge graph schema.
## Always Start Here
For any task involving code understanding, debugging, impact analysis, or refactoring:
1. **Read `gitnexus://repo/{name}/context`** — codebase overview + check index freshness
2. **Match your task to a skill below** and **read that skill file**
3. **Follow the skill's workflow and checklist**
> If step 1 warns the index is stale, run `npx gitnexus analyze` in the terminal first.
## Skills
| Task | Skill to read |
| -------------------------------------------- | ------------------- |
| Understand architecture / "How does X work?" | `gitnexus-exploring` |
| Blast radius / "What breaks if I change X?" | `gitnexus-impact-analysis` |
| Trace bugs / "Why is X failing?" | `gitnexus-debugging` |
| Rename / extract / split / refactor | `gitnexus-refactoring` |
| Tools, resources, schema reference | `gitnexus-guide` (this file) |
| Index, status, clean, wiki CLI commands | `gitnexus-cli` |
## Tools Reference
| Tool | What it gives you |
| ---------------- | ------------------------------------------------------------------------ |
| `query` | Process-grouped code intelligence — execution flows related to a concept |
| `context` | 360-degree symbol view — categorized refs, processes it participates in |
| `impact` | Symbol blast radius — what breaks at depth 1/2/3 with confidence |
| `detect_changes` | Git-diff impact — what do your current changes affect |
| `rename` | Multi-file coordinated rename with confidence-tagged edits |
| `cypher` | Raw graph queries (read `gitnexus://repo/{name}/schema` first) |
| `list_repos` | Discover indexed repos |
## Resources Reference
Lightweight reads (~100-500 tokens) for navigation:
| Resource | Content |
| ---------------------------------------------- | ----------------------------------------- |
| `gitnexus://repo/{name}/context` | Stats, staleness check |
| `gitnexus://repo/{name}/clusters` | All functional areas with cohesion scores |
| `gitnexus://repo/{name}/cluster/{clusterName}` | Area members |
| `gitnexus://repo/{name}/processes` | All execution flows |
| `gitnexus://repo/{name}/process/{processName}` | Step-by-step trace |
| `gitnexus://repo/{name}/schema` | Graph schema for Cypher |
## Graph Schema
**Nodes:** File, Function, Class, Interface, Method, Community, Process
**Edges (via CodeRelation.type):** CALLS, IMPORTS, EXTENDS, IMPLEMENTS, DEFINES, MEMBER_OF, STEP_IN_PROCESS
```cypher
MATCH (caller)-[:CodeRelation {type: 'CALLS'}]->(f:Function {name: "myFunc"})
RETURN caller.name, caller.filePath
```

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---
name: gitnexus-impact-analysis
description: "Use when the user wants to know what will break if they change something, or needs safety analysis before editing code. Examples: \"Is it safe to change X?\", \"What depends on this?\", \"What will break?\""
---
# Impact Analysis with GitNexus
## When to Use
- "Is it safe to change this function?"
- "What will break if I modify X?"
- "Show me the blast radius"
- "Who uses this code?"
- Before making non-trivial code changes
- Before committing — to understand what your changes affect
## Workflow
```
1. gitnexus_impact({target: "X", direction: "upstream"}) → What depends on this
2. READ gitnexus://repo/{name}/processes → Check affected execution flows
3. gitnexus_detect_changes() → Map current git changes to affected flows
4. Assess risk and report to user
```
> If "Index is stale" → run `npx gitnexus analyze` in terminal.
## Checklist
```
- [ ] gitnexus_impact({target, direction: "upstream"}) to find dependents
- [ ] Review d=1 items first (these WILL BREAK)
- [ ] Check high-confidence (>0.8) dependencies
- [ ] READ processes to check affected execution flows
- [ ] gitnexus_detect_changes() for pre-commit check
- [ ] Assess risk level and report to user
```
## Understanding Output
| Depth | Risk Level | Meaning |
| ----- | ---------------- | ------------------------ |
| d=1 | **WILL BREAK** | Direct callers/importers |
| d=2 | LIKELY AFFECTED | Indirect dependencies |
| d=3 | MAY NEED TESTING | Transitive effects |
## Risk Assessment
| Affected | Risk |
| ------------------------------ | -------- |
| <5 symbols, few processes | LOW |
| 5-15 symbols, 2-5 processes | MEDIUM |
| >15 symbols or many processes | HIGH |
| Critical path (auth, payments) | CRITICAL |
## Tools
**gitnexus_impact** — the primary tool for symbol blast radius:
```
gitnexus_impact({
target: "validateUser",
direction: "upstream",
minConfidence: 0.8,
maxDepth: 3
})
→ d=1 (WILL BREAK):
- loginHandler (src/auth/login.ts:42) [CALLS, 100%]
- apiMiddleware (src/api/middleware.ts:15) [CALLS, 100%]
→ d=2 (LIKELY AFFECTED):
- authRouter (src/routes/auth.ts:22) [CALLS, 95%]
```
**gitnexus_detect_changes** — git-diff based impact analysis:
```
gitnexus_detect_changes({scope: "staged"})
→ Changed: 5 symbols in 3 files
→ Affected: LoginFlow, TokenRefresh, APIMiddlewarePipeline
→ Risk: MEDIUM
```
## Example: "What breaks if I change validateUser?"
```
1. gitnexus_impact({target: "validateUser", direction: "upstream"})
→ d=1: loginHandler, apiMiddleware (WILL BREAK)
→ d=2: authRouter, sessionManager (LIKELY AFFECTED)
2. READ gitnexus://repo/my-app/processes
→ LoginFlow and TokenRefresh touch validateUser
3. Risk: 2 direct callers, 2 processes = MEDIUM
```

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---
name: gitnexus-refactoring
description: "Use when the user wants to rename, extract, split, move, or restructure code safely. Examples: \"Rename this function\", \"Extract this into a module\", \"Refactor this class\", \"Move this to a separate file\""
---
# Refactoring with GitNexus
## When to Use
- "Rename this function safely"
- "Extract this into a module"
- "Split this service"
- "Move this to a new file"
- Any task involving renaming, extracting, splitting, or restructuring code
## Workflow
```
1. gitnexus_impact({target: "X", direction: "upstream"}) → Map all dependents
2. gitnexus_query({query: "X"}) → Find execution flows involving X
3. gitnexus_context({name: "X"}) → See all incoming/outgoing refs
4. Plan update order: interfaces → implementations → callers → tests
```
> If "Index is stale" → run `npx gitnexus analyze` in terminal.
## Checklists
### Rename Symbol
```
- [ ] gitnexus_rename({symbol_name: "oldName", new_name: "newName", dry_run: true}) — preview all edits
- [ ] Review graph edits (high confidence) and ast_search edits (review carefully)
- [ ] If satisfied: gitnexus_rename({..., dry_run: false}) — apply edits
- [ ] gitnexus_detect_changes() — verify only expected files changed
- [ ] Run tests for affected processes
```
### Extract Module
```
- [ ] gitnexus_context({name: target}) — see all incoming/outgoing refs
- [ ] gitnexus_impact({target, direction: "upstream"}) — find all external callers
- [ ] Define new module interface
- [ ] Extract code, update imports
- [ ] gitnexus_detect_changes() — verify affected scope
- [ ] Run tests for affected processes
```
### Split Function/Service
```
- [ ] gitnexus_context({name: target}) — understand all callees
- [ ] Group callees by responsibility
- [ ] gitnexus_impact({target, direction: "upstream"}) — map callers to update
- [ ] Create new functions/services
- [ ] Update callers
- [ ] gitnexus_detect_changes() — verify affected scope
- [ ] Run tests for affected processes
```
## Tools
**gitnexus_rename** — automated multi-file rename:
```
gitnexus_rename({symbol_name: "validateUser", new_name: "authenticateUser", dry_run: true})
→ 12 edits across 8 files
→ 10 graph edits (high confidence), 2 ast_search edits (review)
→ Changes: [{file_path, edits: [{line, old_text, new_text, confidence}]}]
```
**gitnexus_impact** — map all dependents first:
```
gitnexus_impact({target: "validateUser", direction: "upstream"})
→ d=1: loginHandler, apiMiddleware, testUtils
→ Affected Processes: LoginFlow, TokenRefresh
```
**gitnexus_detect_changes** — verify your changes after refactoring:
```
gitnexus_detect_changes({scope: "all"})
→ Changed: 8 files, 12 symbols
→ Affected processes: LoginFlow, TokenRefresh
→ Risk: MEDIUM
```
**gitnexus_cypher** — custom reference queries:
```cypher
MATCH (caller)-[:CodeRelation {type: 'CALLS'}]->(f:Function {name: "validateUser"})
RETURN caller.name, caller.filePath ORDER BY caller.filePath
```
## Risk Rules
| Risk Factor | Mitigation |
| ------------------- | ----------------------------------------- |
| Many callers (>5) | Use gitnexus_rename for automated updates |
| Cross-area refs | Use detect_changes after to verify scope |
| String/dynamic refs | gitnexus_query to find them |
| External/public API | Version and deprecate properly |
## Example: Rename `validateUser` to `authenticateUser`
```
1. gitnexus_rename({symbol_name: "validateUser", new_name: "authenticateUser", dry_run: true})
→ 12 edits: 10 graph (safe), 2 ast_search (review)
→ Files: validator.ts, login.ts, middleware.ts, config.json...
2. Review ast_search edits (config.json: dynamic reference!)
3. gitnexus_rename({symbol_name: "validateUser", new_name: "authenticateUser", dry_run: false})
→ Applied 12 edits across 8 files
4. gitnexus_detect_changes({scope: "all"})
→ Affected: LoginFlow, TokenRefresh
→ Risk: MEDIUM — run tests for these flows
```

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# CodeGraph data files
# These are local to each machine and should not be committed
# Database
*.db
*.db-wal
*.db-shm
# Cache
cache/
# Logs
*.log
# Hook markers
.dirty

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.gitignore vendored
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# --- Build output ---
build/bin
build/*.exe
build/*.app
# === 构建产物 ===
build/
# --- Frontend ---
node_modules/
frontend/dist
frontend/node_modules/
frontend/package-lock.json
# --- Go ---
*.exe
*.exe~
*.dll
*.so
*.dylib
# === Go ===
vendor/
*.test
*.out
vendor/
# --- IDE ---
# === IDE / 编辑器 ===
.idea/
*.swp
*.swo
*~
# === 操作系统 ===
.DS_Store
Thumbs.db
# VS Code保留 .vscode/extensions.json 以便共享推荐)
.vscode/*
!.vscode/extensions.json
# === 前端 ===
frontend/node_modules/
frontend/dist/
# === Wails 运行时(开发模式临时文件)===
# 注意frontend/wailsjs/ 是 Wails 自动生成的绑定代码,必须提交
# === AI 缓存(本地临时文件,不提交)===
data-matcher-ai-cache.json

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{
"editor.formatOnSave": true,
"editor.tabSize": 2,
"files.eol": "\n",
"files.insertFinalNewline": true,
"files.trimTrailingWhitespace": true,
"[go]": {
"editor.tabSize": 4,
"editor.insertSpaces": false,
"editor.formatOnSave": true
},
"[vue]": {
"editor.tabSize": 2,
"editor.formatOnSave": true
},
"search.exclude": {
"frontend/dist": true,
"build": true,
"node_modules": true
}
}

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{
"version": "2.0.0",
"tasks": [
{
"label": "dev (wails dev)",
"type": "shell",
"command": "wails dev",
"isBackground": true,
"problemMatcher": [],
"group": "build"
}
]
}

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AGENTS.md Normal file
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<!-- gitnexus:start -->
# GitNexus — Code Intelligence
This project is indexed by GitNexus as **office-data-matcher** (588 symbols, 1271 relationships, 41 execution flows). Use the GitNexus MCP tools to understand code, assess impact, and navigate safely.
> If any GitNexus tool warns the index is stale, run `npx gitnexus analyze` in terminal first.
## Always Do
- **MUST run impact analysis before editing any symbol.** Before modifying a function, class, or method, run `gitnexus_impact({target: "symbolName", direction: "upstream"})` and report the blast radius (direct callers, affected processes, risk level) to the user.
- **MUST run `gitnexus_detect_changes()` before committing** to verify your changes only affect expected symbols and execution flows.
- **MUST warn the user** if impact analysis returns HIGH or CRITICAL risk before proceeding with edits.
- When exploring unfamiliar code, use `gitnexus_query({query: "concept"})` to find execution flows instead of grepping. It returns process-grouped results ranked by relevance.
- When you need full context on a specific symbol — callers, callees, which execution flows it participates in — use `gitnexus_context({name: "symbolName"})`.
## Never Do
- NEVER edit a function, class, or method without first running `gitnexus_impact` on it.
- NEVER ignore HIGH or CRITICAL risk warnings from impact analysis.
- NEVER rename symbols with find-and-replace — use `gitnexus_rename` which understands the call graph.
- NEVER commit changes without running `gitnexus_detect_changes()` to check affected scope.
## Resources
| Resource | Use for |
|----------|---------|
| `gitnexus://repo/office-data-matcher/context` | Codebase overview, check index freshness |
| `gitnexus://repo/office-data-matcher/clusters` | All functional areas |
| `gitnexus://repo/office-data-matcher/processes` | All execution flows |
| `gitnexus://repo/office-data-matcher/process/{name}` | Step-by-step execution trace |
## CLI
| Task | Read this skill file |
|------|---------------------|
| Understand architecture / "How does X work?" | `.claude/skills/gitnexus/gitnexus-exploring/SKILL.md` |
| Blast radius / "What breaks if I change X?" | `.claude/skills/gitnexus/gitnexus-impact-analysis/SKILL.md` |
| Trace bugs / "Why is X failing?" | `.claude/skills/gitnexus/gitnexus-debugging/SKILL.md` |
| Rename / extract / split / refactor | `.claude/skills/gitnexus/gitnexus-refactoring/SKILL.md` |
| Tools, resources, schema reference | `.claude/skills/gitnexus/gitnexus-guide/SKILL.md` |
| Index, status, clean, wiki CLI commands | `.claude/skills/gitnexus/gitnexus-cli/SKILL.md` |
<!-- gitnexus:end -->

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CLAUDE.md Normal file
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<!-- gitnexus:start -->
# GitNexus — Code Intelligence
This project is indexed by GitNexus as **office-data-matcher** (588 symbols, 1271 relationships, 41 execution flows). Use the GitNexus MCP tools to understand code, assess impact, and navigate safely.
> If any GitNexus tool warns the index is stale, run `npx gitnexus analyze` in terminal first.
## Always Do
- **MUST run impact analysis before editing any symbol.** Before modifying a function, class, or method, run `gitnexus_impact({target: "symbolName", direction: "upstream"})` and report the blast radius (direct callers, affected processes, risk level) to the user.
- **MUST run `gitnexus_detect_changes()` before committing** to verify your changes only affect expected symbols and execution flows.
- **MUST warn the user** if impact analysis returns HIGH or CRITICAL risk before proceeding with edits.
- When exploring unfamiliar code, use `gitnexus_query({query: "concept"})` to find execution flows instead of grepping. It returns process-grouped results ranked by relevance.
- When you need full context on a specific symbol — callers, callees, which execution flows it participates in — use `gitnexus_context({name: "symbolName"})`.
## Never Do
- NEVER edit a function, class, or method without first running `gitnexus_impact` on it.
- NEVER ignore HIGH or CRITICAL risk warnings from impact analysis.
- NEVER rename symbols with find-and-replace — use `gitnexus_rename` which understands the call graph.
- NEVER commit changes without running `gitnexus_detect_changes()` to check affected scope.
## Resources
| Resource | Use for |
|----------|---------|
| `gitnexus://repo/office-data-matcher/context` | Codebase overview, check index freshness |
| `gitnexus://repo/office-data-matcher/clusters` | All functional areas |
| `gitnexus://repo/office-data-matcher/processes` | All execution flows |
| `gitnexus://repo/office-data-matcher/process/{name}` | Step-by-step execution trace |
## CLI
| Task | Read this skill file |
|------|---------------------|
| Understand architecture / "How does X work?" | `.claude/skills/gitnexus/gitnexus-exploring/SKILL.md` |
| Blast radius / "What breaks if I change X?" | `.claude/skills/gitnexus/gitnexus-impact-analysis/SKILL.md` |
| Trace bugs / "Why is X failing?" | `.claude/skills/gitnexus/gitnexus-debugging/SKILL.md` |
| Rename / extract / split / refactor | `.claude/skills/gitnexus/gitnexus-refactoring/SKILL.md` |
| Tools, resources, schema reference | `.claude/skills/gitnexus/gitnexus-guide/SKILL.md` |
| Index, status, clean, wiki CLI commands | `.claude/skills/gitnexus/gitnexus-cli/SKILL.md` |
<!-- gitnexus:end -->

View File

@@ -4,22 +4,24 @@
## 功能特性
- 📂 **多文件支持** — 读取 `.xlsx` / `.xls` / `.csv` 格式
- 🔗 **动态列映射** — 自动解析表头,前端动态选择匹配列、时间列、提取列
- 📂 **多格式支持** — 读取 `.xlsx` / `.xls` / `.csv`
- 🔗 **动态列映射** — 自动解析表头,前端下拉框配置匹配列、时间列、提取列
- 🧹 **正则清洗** — 自定义正则剔除干扰字符(默认保留纯中文)
-**时间窗口剪枝** — 按时间差过滤候选记录,提升匹配效率
- 📊 **Levenshtein 模糊匹配** — 基于编辑距离的相似度计算
- 🤖 **Deepseek AI 增强** — 对基础匹配未命中的记录调用 Deepseek API 二次匹配
- 📤 **结果导出**支持导出为 Excel (`.xlsx`) 格式
-**时间窗口剪枝** — 按时间差过滤候选记录,减少无效比对
- 📊 **Levenshtein 模糊匹配** — 基于编辑距离的相似度计算,支持大小写敏感、全量/最佳匹配、结果排序
- 🤖 **AI 增强匹配** — 对基础匹配未命中的记录调用大模型二次匹配,支持行级缓存跨批次复用
- 🗄 **AI 缓存**批量 prompt 缓存 + 单行结果缓存,持久化到临时文件,命中后零 API 消耗
- 🌐 **兼容 OpenAI 格式** — 支持 Deepseek、OpenAI、Ollama、vLLM 等任何兼容 `/v1/chat/completions` 的 API
- 📤 **多格式导出** — 导出为 Excel (`.xlsx`) 或 CSV (`.csv`),可选包含表头行
## 技术栈
| 层级 | 技术 |
| -------- | ----------------------------- |
| 后端 | Go 1.24 + Wails v2.12.0 |
| 前端 | Vue 3 (Composition API) + Vite |
| Excel | excelize v2.10.1 |
| AI API | Deepseek Chat API |
| 层级 | 技术 |
| -------- | ------------------------------------- |
| 后端 | Go 1.24 + Wails v2.12.0 |
| 前端 | Vue 3 (Composition API) + Vite |
| Excel | excelize v2.10.1 |
| AI API | OpenAI 兼容格式Deepseek / OpenAI / Ollama / 自定义) |
## 快速开始
@@ -36,51 +38,81 @@ go install github.com/wailsapp/wails/v2/cmd/wails@latest
### 开发模式
```bash
# 安装前端依赖
cd frontend && npm install
# 启动热重载开发服务器
wails dev
```
开发模式下
- Vite 热重载服务器运行在 `http://localhost:5173`
- Go 方法浏览器调试入口 `http://localhost:34115`
开发模式下 Vite 热重载运行在 `http://localhost:5173`
### 构建
```bash
wails build
# 日常构建17s~4.8 MB
wails build -ldflags="-s -w" -trimpath -upx
# 发行构建60s~4.0 MB
wails build -ldflags="-s -w" -trimpath -upx -upxflags="--ultra-brute"
```
构建产物位于 `build/bin/` 目录
> 需要 [UPX](https://upx.github.io/) 用于二进制压缩,可通过 `winget install UPX.UPX` 安装
## 使用指南
### 基础匹配
1. 点击「选择文件」分别加载 A 表(基准表)和 B 表(数据源表)
2. 自动识别表头后,在下拉框中配置列映射:
2. 表头自动识别后,在下拉框中配置列映射:
- **匹配列** — 用于模糊匹配的文本列
- **时间列** — 可选,用于时间窗口剪枝
- **提取列** — 从 B 表提取到结果的目标列
3. 点击「开始智能匹配」运行基础算法匹配
4. 可选:配置 Deepseek API 密钥后使用「AI 增强匹配」补充未命中记录
5. 点击「导出结果」保存为 Excel 文件
3. 点击「开始智能匹配」运行基础算法
4. 可选切换高级匹配规则(相似度阈值、时间窗口、排序、全量/最佳匹配等)
5. 点击「导出结果」保存为 Excel 或 CSV
### AI 增强匹配
1. 展开底部「配置 AI API」填入
- **端点** — API 地址,只需填 base URL`http://localhost:8080`(自动补齐 `/v1/chat/completions`
- **模型** — 模型名称,如 `gpt-4o` / `deepseek-chat` / `llama3`
- **密钥** — API 密钥
2. 点击「AI 增强匹配」对基础匹配未命中的记录进行二次匹配
3. 匹配结果会写入行级缓存,后续相同配置的匹配可免 API 调用直接命中
### AI API 兼容性
| 服务 | 端点示例 | 模型示例 |
|------|---------|---------|
| Deepseek | (留空使用默认) | `deepseek-chat` |
| OpenAI | `https://api.openai.com` | `gpt-4o` |
| Ollama 本地 | `http://localhost:11434` | `llama3` |
| vLLM | `http://localhost:8000` | 部署时指定 |
端点和模型均自动保存,下次启动恢复。
## 核心优化
- **AICache O(1) 查找** — map 索引替代线性扫描
- **预计算 B 列** — 清洗值、时间、提取值在匹配循环外预计算,避免 O(n×m) 次 regex/时间解析
- **Levenshtein 单次 rune 转换** — 消除 calcSimilarity → levenshteinDistance 的重复转换
- **RWMutex 读写分离** — 导出/表头读取不阻塞匹配
- **超时保护** — 单次匹配最长 10 分钟,内层循环每 500 次迭代检查
## 项目结构
```
data-matcher/
├── app.go # 核心逻辑匹配引擎、文件读写、AI 调用)
├── main.go # 应用入口
├── wails.json # Wails 项目配置
├── go.mod / go.sum # Go 依赖
├── app.go # 核心逻辑匹配引擎、文件读写、AI 调用、缓存
├── main.go # 应用入口
├── wails.json # Wails 项目配置
├── go.mod / go.sum # Go 依赖
├── frontend/
│ ├── src/
│ │ ├── App.vue # 主界面Vue 组件)
│ │ ├── style.css # 全局样式
│ │ └── main.js # Vue 入口
│ │ ├── App.vue # 主界面Vue 单文件组件)
│ │ ├── style.css # 全局样式
│ │ └── main.js # Vue 入口
│ ├── wailsjs/ # Wails 自动生成绑定(需提交)
│ ├── index.html
│ ├── vite.config.js
│ └── package.json
└── build/ # 构建配置Windows/macOS 安装包
└── build/ # 构建输出gitignore
└── bin/
└── data-matcher.exe
```

44
ai.go
View File

@@ -39,7 +39,7 @@ type deepseekResponse struct {
}
// maxPromptBChars 限制 B 表数据在 prompt 中的最大字符数
const maxPromptBChars = 80000
const maxPromptBChars = 15000
// ---------- AI API 调用 ----------
@@ -107,7 +107,9 @@ func (a *App) callAIAPI(messages []deepseekMessage) (string, error) {
httpReq.Header.Set("Content-Type", "application/json")
httpReq.Header.Set("Authorization", "Bearer "+a.apiKey)
client := &http.Client{Timeout: 30 * time.Second}
// 大模型调用可能耗时较长:本地模型 prompt 处理达 30s+,生成 2048 token 可能数分钟
// 使用大超时600s = 10min避免客户端过早断开
client := &http.Client{Timeout: 600 * time.Second}
resp, err := client.Do(httpReq)
if err != nil {
return "", fmt.Errorf("调用 AI API 失败: %v", err)
@@ -143,53 +145,49 @@ func (a *App) callAIAPI(messages []deepseekMessage) (string, error) {
// buildGenericAIPrompt 构建通用 AI 匹配提示词
func (a *App) buildGenericAIPrompt(unmatched, bRows [][]string, config MatchConfig, windowDuration time.Duration, hasTime bool) []deepseekMessage {
var sb strings.Builder
sb.WriteString("你是一个数据匹配专家。请根据以下 A 表记录,从 B 表数据中找出最匹配的记录。\n\n")
sb.WriteString("匹配规则:\n")
sb.WriteString("1. 根据文本相似度匹配(注意中文字段的核心含义,忽略字母数字前缀后缀)\n")
if hasTime {
sb.WriteString(fmt.Sprintf("2. 时间差应在 %.0f 小时内\n", windowDuration.Hours()))
}
sb.WriteString(fmt.Sprintf("3. 返回匹配到的 B 表记录的目标列值(第 %d 列)\n\n", config.ColBExtractIndex+1))
sb.WriteString("请严格按照以下 JSON 格式返回结果:\n")
sb.WriteString(`{"matches":[{"index":0,"value":"匹配到的目标列值"},{"index":1,"value":""}]}` + "\n")
sb.WriteString("如果某条无法匹配value 设为空字符串。\n\n")
sb.WriteString(fmt.Sprintf("A 表记录(需要匹配,共 %d 条):\n", len(unmatched)))
// A 表
sb.WriteString(fmt.Sprintf("A表(%d行):\n", len(unmatched)))
for i, row := range unmatched {
matchVal := getCell(row, config.ColAMatchIndex)
sb.WriteString(fmt.Sprintf("- 索引 %d: 「%s」", i, matchVal))
sb.WriteString(fmt.Sprintf("%d:「%s」", i, matchVal))
if hasTime {
sb.WriteString(fmt.Sprintf(", 时间=%s", getCell(row, config.ColATimeIndex)))
sb.WriteString(fmt.Sprintf(" %s", getCell(row, config.ColATimeIndex)))
}
sb.WriteString("\n")
}
sb.WriteString(fmt.Sprintf("\nB 表参考数据(共 %d 条):\n", len(bRows)))
// B 表
sb.WriteString(fmt.Sprintf("\nB表(%d行):\n", len(bRows)))
truncated := false
for i, row := range bRows {
matchVal := getCell(row, config.ColBMatchIndex)
extractVal := getCell(row, config.ColBExtractIndex)
sb.WriteString(fmt.Sprintf(" 「%s」 → 目标列值: 「%s」", matchVal, extractVal))
sb.WriteString(fmt.Sprintf(" 「%s」「%s」", matchVal, extractVal))
if hasTime {
sb.WriteString(fmt.Sprintf(", 时间=%s", getCell(row, config.ColBTimeIndex)))
sb.WriteString(fmt.Sprintf(" %s", getCell(row, config.ColBTimeIndex)))
}
sb.WriteString("\n")
// 限制 B 表部分总字符数,防止 prompt 超出 token 限制
if sb.Len() > maxPromptBChars {
fmt.Printf("[AI-WARN] Prompt B 表数据超长 (%d 条,%d 字符),截断于第 %d 条\n", len(bRows), sb.Len(), i)
truncated = true
}
if truncated {
sb.WriteString(fmt.Sprintf(" ... 已截断,省略 %d 条\n", len(bRows)-i-1))
sb.WriteString(fmt.Sprintf(" ...略 %d 条\n", len(bRows)-i-1))
break
}
}
sb.WriteString("\n请返回 JSON 格式的匹配结果。")
// 规则和指令放入 system promptuser 只放数据
systemContent := "你是数据匹配专家。严格按JSON返回{\"matches\":[{\"index\":0,\"value\":\"匹配值\"}]}\n规则"
systemContent += "按文本语义匹配,忽略字母数字前后缀"
if hasTime {
systemContent += fmt.Sprintf(";时间差<%gh", windowDuration.Hours())
}
systemContent += "无匹配value留空"
return []deepseekMessage{
{Role: "system", Content: "你是一个数据匹配专家。请严格按照 JSON 格式返回结果,不要添加额外说明。"},
{Role: "system", Content: systemContent},
{Role: "user", Content: sb.String()},
}
}

5
app.go
View File

@@ -21,9 +21,8 @@ const DefaultThreshold = 0.65
// DefaultTimeWindowHours 默认时间窗口(小时)
const DefaultTimeWindowHours = 12.0
// DefaultBatchSize AI 分批调用每批条数
const DefaultBatchSize = 8
// DefaultBatchSize AI 分批调用每批条数(小批量减少 prompt 大小和 B 表时间窗口跨度)
const DefaultBatchSize = 3
// DefaultMaxPreview 调试日志预览条数
const DefaultMaxPreview = 3

884
frontend/package-lock.json generated Normal file
View File

@@ -0,0 +1,884 @@
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10
frontend/wailsjs/go/main/App.d.ts vendored Normal file → Executable file
View File

@@ -2,10 +2,6 @@
// This file is automatically generated. DO NOT EDIT
import {main} from '../models';
export function CalculateSimilarity(arg1:string,arg2:string):Promise<number>;
export function CleanString(arg1:string):Promise<string>;
export function ClearAICache():Promise<string>;
export function ExportResults(arg1:Array<main.MatchResult>):Promise<string>;
@@ -14,14 +10,12 @@ export function GetAICacheInfo():Promise<main.AICacheInfo>;
export function GetAIStatus():Promise<Record<string, string>>;
export function OpenDailyReport():Promise<string>;
export function GetDeepseekStatus():Promise<boolean>;
export function OpenFileA():Promise<string>;
export function OpenFileB():Promise<string>;
export function OpenMonthlyReport():Promise<string>;
export function ParseHeaders(arg1:string):Promise<Array<string>>;
export function RunMatch(arg1:main.MatchConfig):Promise<Array<main.MatchResult>>;
@@ -31,3 +25,5 @@ export function RunMatchWithAI(arg1:main.MatchConfig):Promise<Array<main.MatchRe
export function SetAIConfig(arg1:string,arg2:string,arg3:string):Promise<string>;
export function SetAPIKey(arg1:string):Promise<string>;
export function SetDeepseekAPIKey(arg1:string):Promise<string>;

20
frontend/wailsjs/go/main/App.js Normal file → Executable file
View File

@@ -2,14 +2,6 @@
// Cynhyrchwyd y ffeil hon yn awtomatig. PEIDIWCH Â MODIWL
// This file is automatically generated. DO NOT EDIT
export function CalculateSimilarity(arg1, arg2) {
return window['go']['main']['App']['CalculateSimilarity'](arg1, arg2);
}
export function CleanString(arg1) {
return window['go']['main']['App']['CleanString'](arg1);
}
export function ClearAICache() {
return window['go']['main']['App']['ClearAICache']();
}
@@ -26,8 +18,8 @@ export function GetAIStatus() {
return window['go']['main']['App']['GetAIStatus']();
}
export function OpenDailyReport() {
return window['go']['main']['App']['OpenDailyReport']();
export function GetDeepseekStatus() {
return window['go']['main']['App']['GetDeepseekStatus']();
}
export function OpenFileA() {
@@ -38,10 +30,6 @@ export function OpenFileB() {
return window['go']['main']['App']['OpenFileB']();
}
export function OpenMonthlyReport() {
return window['go']['main']['App']['OpenMonthlyReport']();
}
export function ParseHeaders(arg1) {
return window['go']['main']['App']['ParseHeaders'](arg1);
}
@@ -61,3 +49,7 @@ export function SetAIConfig(arg1, arg2, arg3) {
export function SetAPIKey(arg1) {
return window['go']['main']['App']['SetAPIKey'](arg1);
}
export function SetDeepseekAPIKey(arg1) {
return window['go']['main']['App']['SetDeepseekAPIKey'](arg1);
}

6
frontend/wailsjs/go/models.ts Normal file → Executable file
View File

@@ -60,6 +60,9 @@ export namespace main {
rowAData: string[];
rowBKey: string;
extractValue: string;
monthlyCellName: string;
dailyCellId: string;
interruptReason: string;
timeDiff: string;
similarityScore: number;
aiMatched: boolean;
@@ -73,6 +76,9 @@ export namespace main {
this.rowAData = source["rowAData"];
this.rowBKey = source["rowBKey"];
this.extractValue = source["extractValue"];
this.monthlyCellName = source["monthlyCellName"];
this.dailyCellId = source["dailyCellId"];
this.interruptReason = source["interruptReason"];
this.timeDiff = source["timeDiff"];
this.similarityScore = source["similarityScore"];
this.aiMatched = source["aiMatched"];

View File

@@ -269,9 +269,8 @@ func (a *App) prepareMatch(config MatchConfig) (*matchPrep, error) {
windowDuration: time.Duration(tw * float64(time.Hour)),
}, nil
}
// defaultMaxBNoTime 无时间列时 B 表最大行数
const defaultMaxBNoTime = 200
// defaultMaxBNoTime 无时间列时每批 B 表最大行数
const defaultMaxBNoTime = 50
// defaultAIWindowPadH AI 时间窗口额外余量(小时)
const defaultAIWindowPadH = 3.0