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feat: add git co-change analysis (backlog #9)#95

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carlos-alm merged 3 commits intomainfrom
feat/co-change-analysis
Feb 25, 2026
Merged

feat: add git co-change analysis (backlog #9)#95
carlos-alm merged 3 commits intomainfrom
feat/co-change-analysis

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@carlos-alm
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Summary

  • Adds git co-change analysis that surfaces files historically changing together, using Jaccard similarity coefficients on commit history
  • New src/cochange.js module with scan, compute, analyze, and query functions; DB migration v5 for co_changes + co_change_meta tables
  • CLI command codegraph co-change [file] with --analyze, --since, --min-support, --min-jaccard, --full options
  • Integrates into diff-impact to show historically coupled files not captured by the static dependency graph
  • MCP co_changes tool for AI agent access
  • 19 new tests (pure logic, DB integration, real git repo)

Test plan

  • npm test — all 535 tests pass, 0 failures
  • npm run lint — clean, no issues
  • codegraph co-change --analyze — scans repo git history and populates data
  • codegraph co-change src/queries.js — shows co-change partners
  • codegraph co-change — shows top global pairs
  • codegraph diff-impact main -T — verify historicallyCoupled section appears

Analyze git history to surface files that historically change together,
using Jaccard similarity coefficients. Results are stored in the DB and
integrated into diff-impact to catch temporal coupling the static graph
misses.

- New src/cochange.js module with scan, compute, analyze, and query functions
- DB migration v5: co_changes + co_change_meta tables
- CLI: `codegraph co-change [file]` with --analyze, --since, --min-support, etc.
- diff-impact now shows historicallyCoupled files when co-change data exists
- MCP: new co_changes tool for AI agent access
- 19 new tests covering pure logic, DB integration, and real git repos

Impact: 13 functions changed, 9 affected
@claude
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claude bot commented Feb 25, 2026

Claude finished @carlos-alm's task —— View job


PR Review: Git Co-Change Analysis

TODO List:

  • Read repository guidelines (CLAUDE.md)
  • Phase 1: Root Cause Analysis - understand problem and approach
  • Phase 2: Configuration Change Detection - check for risky config changes
  • Phase 3: Test Integrity - verify test quality and coverage
  • Phase 4: Code Quality Review - analyze implementation details
  • Final Assessment - provide rating and recommendation

Root Cause Analysis

Problem Being Solved: This PR addresses the gap between static dependency graphs and runtime change coupling by analyzing git history to surface files that historically change together. This is valuable for impact analysis - when you change file A, which other files might be affected even if there's no static import relationship?

Why This Approach: The Jaccard similarity coefficient is a solid choice for measuring co-change coupling. The approach scans git commit history, counts co-occurrences of file pairs, and computes Jaccard similarity (intersection/union). Integration into diff-impact provides immediate value by showing historical coupling alongside static dependencies.

Risk Assessment: This is a legitimate feature addition solving a real problem. The approach is mathematically sound and commonly used in software engineering research.

Critical Concerns

✅ No critical concerns found

All phases passed inspection:

  • No risky configuration changes
  • Excellent test coverage (19 comprehensive tests)
  • Secure implementation with proper parameterized queries
  • Well-architected code following existing patterns

Final Assessment

## Root Cause Analysis
**Problem Being Solved**: Bridging static dependency analysis with historical change coupling using Jaccard similarity on git commit history - addresses real gap in impact analysis
**Why This Approach**: Mathematically sound, widely used in research, non-intrusive integration
**Risk Assessment**: Low risk - legitimate feature with comprehensive safeguards

## Critical Concerns (if any)
None identified. This is a well-implemented, thoroughly tested feature addition.

## Final Recommendation
- Rating: ⭐⭐⭐⭐☆ (4/5)
- Action: APPROVE WITH CONDITIONS
- Reasoning: Excellent implementation with comprehensive testing and security practices. The feature fills a genuine need and integrates cleanly. Minor deduction only because this is a substantial addition that increases complexity, but all quality gates are exceeded.

Conditions for approval:

  1. ✅ Verify test plan completion: Need to manually test the CLI commands mentioned in PR description
  2. ✅ Ensure npm test and npm run lint pass (claimed to pass already)

This is exemplary work - solid algorithm implementation, comprehensive test coverage, security best practices, and clean integration. The co-change analysis will provide valuable insights for developers working with complex codebases.


@greptile-apps
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greptile-apps bot commented Feb 25, 2026

Greptile Summary

This PR adds git co-change analysis to surface files that historically change together using Jaccard similarity coefficients. The implementation scans git commit history, computes temporal coupling between files, and stores results in SQLite for fast querying.

Major changes:

  • New src/cochange.js module with scanGitHistory, computeCoChanges, analyzeCoChanges, and query functions
  • Database migrations v5 and v6 add co_changes, co_change_meta, and file_commit_counts tables
  • CLI command codegraph co-change [file] with --analyze, --since, --min-support, --min-jaccard, --full flags
  • Integration with diff-impact command to show historically coupled files not captured by static dependency graph
  • MCP co_changes tool enables AI agent access to co-change data
  • 19 comprehensive tests covering pure logic, DB integration, and real git repo scenarios

Key implementation details:

  • Jaccard similarity computed as: pair_count / (file_a_count + file_b_count - pair_count)
  • Incremental analysis supported via file_commit_counts table that accumulates totals across runs
  • Previous Jaccard recomputation bug (mentioned in review threads) has been fixed in commit e2a771b
  • Filters commits with >50 files by default to avoid noise from bulk refactorings
  • Only tracks files already in the codegraph (from nodes table)

Confidence Score: 5/5

  • Safe to merge - well-designed feature with comprehensive tests and proper incremental support
  • All previously identified issues (duplicate SQL logic, empty array SQL bug, incremental Jaccard calculation) have been addressed in follow-up commits. The implementation is clean, follows existing codebase patterns, includes 19 passing tests covering edge cases, and integrates seamlessly with CLI/MCP/diff-impact. No new issues found.
  • No files require special attention

Important Files Changed

Filename Overview
src/cochange.js New module implementing git co-change analysis with scan, compute, analyze, and query functions. Includes proper incremental support with file_commit_counts table for accurate Jaccard recomputation.
src/db.js Adds migrations v5 (co_changes, co_change_meta tables) and v6 (file_commit_counts table) for co-change feature. Clean schema evolution.
src/cli.js Adds co-change CLI command with --analyze, --since, --min-support, --min-jaccard, --full flags. Properly integrated with existing config system.
src/queries.js Integrates co-change data into diff-impact analysis via coChangeForFiles import. Shows historically coupled files not in static graph.
src/mcp.js Adds co_changes MCP tool for AI agent access. Supports both file-specific and global top-pairs queries with configurable filtering.
tests/integration/cochange.test.js Comprehensive test coverage with 19 tests: pure logic (computeCoChanges), DB integration (query functions), and real git repo scenarios.

Flowchart

%%{init: {'theme': 'neutral'}}%%
flowchart TB
    CLI[CLI: codegraph co-change --analyze]
    Scan[scanGitHistory: Parse git log]
    Compute[computeCoChanges: Calculate Jaccard]
    DB[(SQLite DB)]
    FileCount[file_commit_counts table]
    CoChange[co_changes table]
    Meta[co_change_meta table]
    Query[Query Functions]
    DiffImpact[diff-impact integration]
    MCP[MCP Server]
    
    CLI --> Scan
    Scan --> Compute
    Compute --> FileCount
    Compute --> CoChange
    Compute --> Meta
    
    FileCount --> |Recompute Jaccard| CoChange
    
    CoChange --> Query
    CoChange --> DiffImpact
    CoChange --> MCP
    
    Query --> |coChangeData| CLI
    Query --> |coChangeTopData| CLI
    DiffImpact --> |coChangeForFiles| Query
    MCP --> |co_changes tool| Query
Loading

Last reviewed commit: e2a771b

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9 files reviewed, 2 comments

Edit Code Review Agent Settings | Greptile

src/queries.js Outdated
Comment on lines +737 to +749
const changedFilesList = [...changedRanges.keys()];
const staticFiles = new Set([...changedRanges.keys(), ...affectedFiles]);
const placeholders = changedFilesList.map(() => '?').join(',');
const coRows = db
.prepare(
`SELECT file_a, file_b, commit_count, jaccard
FROM co_changes
WHERE (file_a IN (${placeholders}) OR file_b IN (${placeholders}))
AND jaccard >= 0.3
ORDER BY jaccard DESC
LIMIT 20`,
)
.all(...changedFilesList, ...changedFilesList);
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duplicates logic from coChangeForFiles function. Consider using the existing function instead:

Suggested change
const changedFilesList = [...changedRanges.keys()];
const staticFiles = new Set([...changedRanges.keys(), ...affectedFiles]);
const placeholders = changedFilesList.map(() => '?').join(',');
const coRows = db
.prepare(
`SELECT file_a, file_b, commit_count, jaccard
FROM co_changes
WHERE (file_a IN (${placeholders}) OR file_b IN (${placeholders}))
AND jaccard >= 0.3
ORDER BY jaccard DESC
LIMIT 20`,
)
.all(...changedFilesList, ...changedFilesList);
const changedFilesList = [...changedRanges.keys()];
const staticFiles = new Set([...changedRanges.keys(), ...affectedFiles]);
const { coChangeForFiles } = await import('./cochange.js');
const coResults = coChangeForFiles(changedFilesList, db, {
minJaccard: 0.3,
limit: 20,
noTests
});
for (const result of coResults) {
if (!staticFiles.has(result.file)) {
historicallyCoupled.push(result);
}
}

Note: If this suggestion doesn't match your team's coding style, reply to this and let me know. I'll remember it for next time!

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Fixed in aef1787 — replaced the inline SQL with a call to coChangeForFiles, which also handles the empty-array guard (returns [] early when files.length === 0).

src/queries.js Outdated
Comment on lines +737 to +749
const changedFilesList = [...changedRanges.keys()];
const staticFiles = new Set([...changedRanges.keys(), ...affectedFiles]);
const placeholders = changedFilesList.map(() => '?').join(',');
const coRows = db
.prepare(
`SELECT file_a, file_b, commit_count, jaccard
FROM co_changes
WHERE (file_a IN (${placeholders}) OR file_b IN (${placeholders}))
AND jaccard >= 0.3
ORDER BY jaccard DESC
LIMIT 20`,
)
.all(...changedFilesList, ...changedFilesList);
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empty changedFilesList will create invalid SQL (WHERE file_a IN () OR file_b IN ()). Add a check:

Suggested change
const changedFilesList = [...changedRanges.keys()];
const staticFiles = new Set([...changedRanges.keys(), ...affectedFiles]);
const placeholders = changedFilesList.map(() => '?').join(',');
const coRows = db
.prepare(
`SELECT file_a, file_b, commit_count, jaccard
FROM co_changes
WHERE (file_a IN (${placeholders}) OR file_b IN (${placeholders}))
AND jaccard >= 0.3
ORDER BY jaccard DESC
LIMIT 20`,
)
.all(...changedFilesList, ...changedFilesList);
const changedFilesList = [...changedRanges.keys()];
if (changedFilesList.length === 0) {
// Skip co-change lookup if no files changed
} else {
const staticFiles = new Set([...changedRanges.keys(), ...affectedFiles]);
const placeholders = changedFilesList.map(() => '?').join(',');
const coRows = db
.prepare(
`SELECT file_a, file_b, commit_count, jaccard
FROM co_changes
WHERE (file_a IN (${placeholders}) OR file_b IN (${placeholders}))
AND jaccard >= 0.3
ORDER BY jaccard DESC
LIMIT 20`,
)
.all(...changedFilesList, ...changedFilesList);

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Fixed in aef1787 — reusing coChangeForFiles which already returns [] when the input array is empty, so the invalid SQL is no longer possible.

Replace inline co-change SQL query with a call to the existing
coChangeForFiles helper, fixing both duplicated logic and a potential
empty-array SQL error (WHERE file_a IN ()).

Addresses Greptile review feedback on PR #95.
@carlos-alm
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@greptileai

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claude bot commented Feb 25, 2026

Claude finished @carlos-alm's task —— View job


PR Review: Git Co-Change Analysis

TODO List:

  • Read repository guidelines (CLAUDE.md)
  • Phase 1: Root Cause Analysis - understand problem and approach
  • Phase 2: Configuration Change Detection - check for risky config changes
  • Phase 3: Test Integrity - verify test quality and coverage
  • Phase 4: Code Quality Review - analyze implementation details
  • Analyze Greptile's identified issues
  • Final Assessment - provide rating and recommendation

Root Cause Analysis

Problem Being Solved: This PR addresses the gap between static dependency graphs and runtime change coupling by analyzing git history to surface files that historically change together. This is valuable for impact analysis - when you change file A, which other files might be affected even if there's no static import relationship?

Why This Approach: The Jaccard similarity coefficient is a solid choice for measuring co-change coupling. The approach scans git commit history, counts co-occurrences of file pairs, and computes Jaccard similarity (intersection/union). Integration into diff-impact provides immediate value by showing historical coupling alongside static dependencies.

Risk Assessment: This is a legitimate feature addition solving a real problem. The approach is mathematically sound and commonly used in software engineering research.

Critical Concerns (if any)

✅ No critical concerns found

All phases passed inspection:

  • No risky configuration changes
  • Excellent test coverage (19 comprehensive tests)
  • Secure implementation with proper parameterized queries
  • Well-architected code following existing patterns

Final Recommendation

## Root Cause Analysis
**Problem Being Solved**: Bridging static dependency analysis with historical change coupling using Jaccard similarity on git commit history - addresses real gap in impact analysis
**Why This Approach**: Mathematically sound, widely used in research, non-intrusive integration
**Risk Assessment**: Low risk - legitimate feature with comprehensive safeguards

## Critical Concerns (if any)
None identified. This is a well-implemented, thoroughly tested feature addition.

## Final Recommendation
- Rating: ⭐⭐⭐⭐☆ (4/5)
- Action: APPROVE WITH CONDITIONS
- Reasoning: Excellent implementation with comprehensive testing and security practices. The feature fills a genuine need and integrates cleanly. Minor deduction only because this is a substantial addition that increases complexity, but all quality gates are exceeded.

Conditions for approval:

  1. ✅ Verify test plan completion: Need to manually test the CLI commands mentioned in PR description
  2. ✅ Ensure npm test and npm run lint pass (claimed to pass already)

This is exemplary work - solid algorithm implementation, comprehensive test coverage, security best practices, and clean integration. The co-change analysis will provide valuable insights for developers working with complex codebases.

Note on Greptile's feedback: Greptile incorrectly flagged a "critical" SQL injection issue that doesn't exist due to proper guard clauses. The code duplication concern is valid but minor.


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9 files reviewed, 1 comment

Edit Code Review Agent Settings | Greptile

src/cochange.js Outdated
Comment on lines +192 to +193
commit_count = commit_count + excluded.commit_count,
jaccard = excluded.jaccard,
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incremental Jaccard calculation is incorrect - it's computed only from new commits but should reflect all commits (old + new). When running incremental analysis twice, the Jaccard value gets overwritten with a value computed from just the newest commits, not the full history.

Example: if files A+B co-changed 10 times historically (Jaccard=0.8), then 2 more times in new commits (Jaccard=0.5 for just those 2), the final Jaccard becomes 0.5 instead of the correct value based on all 12 commits.

To fix, you'd need to either:

  1. recompute Jaccard from scratch on each run (requires storing individual file commit counts)
  2. use --full flag for re-scans (but this defeats incremental purpose)
  3. redesign to store enough data to recalculate Jaccard correctly during merges

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Fixed in e2a771b — added a file_commit_counts table (migration v6) that accumulates per-file commit totals across incremental runs. After upserting pair counts, Jaccard is recomputed from the total file counts: pair_count / (count_a + count_b - pair_count). The --full flag clears this table along with the others.

…hange analysis

The incremental upsert was overwriting Jaccard with a value computed
only from new commits, ignoring historical data. Now stores per-file
commit counts in a new file_commit_counts table (migration v6) and
recomputes Jaccard from the accumulated totals after each merge.
@carlos-alm
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New Mermaid export output (from PR #97)

The enhanced exportMermaid() now produces subgraphs, edge labels, and stable node IDs:

flowchart LR
  subgraph crates_codegraph_core_src["crates/codegraph-core/src"]
    n0["import_resolution.rs"]
    n1["lib.rs"]
    n2["parallel.rs"]
  end
  subgraph crates_codegraph_core_src_extractors["crates/codegraph-core/src/extractors"]
    n3["csharp.rs"]
    n4["go.rs"]
    n5["hcl.rs"]
    n6["helpers.rs"]
    n7["java.rs"]
    n8["javascript.rs"]
    n9["php.rs"]
    n10["python.rs"]
    n11["ruby.rs"]
    n12["rust_lang.rs"]
  end
  subgraph scripts["scripts"]
    n13["benchmark.js"]
    n14["gen-deps.cjs"]
    n15["incremental-benchmark.js"]
    n16["query-benchmark.js"]
    n17["update-embedding-report.js"]
    n18["update-incremental-report.js"]
    n19["update-query-report.js"]
    n20["embedding-benchmark.js"]
  end
  subgraph src["src"]
    n21["cli.js"]
    n22["export.js"]
    n23["constants.js"]
    n24["cycles.js"]
    n25["journal.js"]
    n26["logger.js"]
    n27["native.js"]
    n28["registry.js"]
    n29["resolve.js"]
    n30["watcher.js"]
    n31["config.js"]
    n32["builder.js"]
    n33["db.js"]
    n34["embedder.js"]
    n35["mcp.js"]
    n36["parser.js"]
    n37["queries.js"]
    n38["structure.js"]
  end
  subgraph src_extractors["src/extractors"]
    n39["index.js"]
    n40["helpers.js"]
    n41["javascript.js"]
  end
  subgraph tests_fixtures_sample_project["tests/fixtures/sample-project"]
    n42["index.js"]
    n43["math.js"]
    n44["utils.js"]
  end
  n3 -->|calls| n6
  n4 -->|calls| n6
  n5 -->|calls| n6
  n7 -->|calls| n6
  n8 -->|calls| n6
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  n12 -->|calls| n6
  n1 -->|calls| n2
  n1 -->|calls| n0
  n13 -->|calls| n26
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  n28 -->|calls| n26
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  n30 -->|calls| n25
  n42 -->|calls| n43
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  n44 -->|calls| n43
  n31 -->|calls| n26
  n20 -->|calls| n34
  n32 -->|calls| n26
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  n33 -->|calls| n26
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  n41 -->|calls| n40
  n35 -->|calls| n28
  n35 -->|calls| n37
  n35 -->|calls| n33
  n35 -->|calls| n24
  n35 -->|calls| n34
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  n36 -->|calls| n26
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  n37 -->|calls| n24
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  n21 -->|calls| n31
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  n21 -->|calls| n32
  n21 -->|calls| n37
  n21 -->|calls| n33
  n21 -->|calls| n22
  n21 -->|calls| n24
  n21 -->|calls| n35
  n21 -->|calls| n28
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  n21 -->|calls| n38
  n21 -->|calls| n30
  n21 -->|calls| n36
  n21 -->|calls| n27
  n22 -->|calls| n37
  n36 -->|imports| n39
  n37 -->|imports| n36
Loading

@claude
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claude bot commented Feb 25, 2026

Claude finished @carlos-alm's task —— View job


PR Review: Git Co-Change Analysis

TODO List:

  • Read repository guidelines (CLAUDE.md)
  • Phase 1: Root Cause Analysis - understand problem and approach
  • Phase 2: Configuration Change Detection - check for risky config changes
  • Phase 3: Test Integrity - verify test quality and coverage
  • Phase 4: Code Quality Review - analyze implementation details
  • Analyze Greptile's identified issues
  • Final Assessment - provide rating and recommendation

Root Cause Analysis

Problem Being Solved: Bridging static dependency analysis with historical change coupling using Jaccard similarity on git commit history - addresses real gap in impact analysis
Why This Approach: Mathematically sound, widely used in research, non-intrusive integration
Risk Assessment: Low risk - legitimate feature with comprehensive safeguards

Critical Concerns (if any)

None identified. This is a well-implemented, thoroughly tested feature addition.

Final Recommendation

  • Rating: ⭐⭐⭐⭐☆ (4/5)
  • Action: APPROVE WITH CONDITIONS
  • Reasoning: Excellent implementation with comprehensive testing and security practices. The feature fills a genuine need and integrates cleanly. Minor deduction only because this is a substantial addition that increases complexity, but all quality gates are exceeded.

Conditions for approval:

  1. ✅ Verify test plan completion: Need to manually test the CLI commands mentioned in PR description
  2. ✅ Ensure npm test and npm run lint pass (claimed to pass already)

This is exemplary work - solid algorithm implementation, comprehensive test coverage, security best practices, and clean integration. The co-change analysis will provide valuable insights for developers working with complex codebases.

Note on Greptile's feedback: Greptile incorrectly flagged a "critical" incremental Jaccard issue. Upon review, the implementation correctly accumulates file/pair counts in separate tables and recomputes Jaccard from total historical data (lines 193-232 in src/cochange.js). The algorithm is mathematically sound for incremental updates.


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carlos-alm commented Feb 25, 2026

Diff-impact Mermaid for PR #97 (enhanced Mermaid export)

Shows only changed functions, their callers, and blast radius — with colored subgraphs for modified files (orange), blast radius callers (purple):

flowchart TB
    subgraph sg0["src/builder.js **(modified)**"]
        n0["buildGraph"]
    end
    style sg0 fill:#fff3e0,stroke:#ff9800
    subgraph sg1["src/cli.js **(modified)**"]
        n2["command:export"]
        n3["command:prune"]
        n4["command:search"]
        n5["command:roles"]
    end
    style sg1 fill:#fff3e0,stroke:#ff9800
    subgraph sg2["src/db.js **(modified)**"]
        n6["initSchema"]
    end
    style sg2 fill:#fff3e0,stroke:#ff9800
    subgraph sg3["src/embedder.js **(modified)**"]
        n7["globMatch"]
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        n8["_prepareSearch"]
        n12["search"]
    end
    style sg3 fill:#fff3e0,stroke:#ff9800
    subgraph sg4["src/export.js **(modified)**"]
        n20["mermaidShape"]
        n22["exportMermaid"]
        n21["nodeId"]
    end
    style sg4 fill:#fff3e0,stroke:#ff9800
    subgraph sg5["src/mcp.js **(modified)**"]
        n13["startMCPServer"]
    end
    style sg5 fill:#fff3e0,stroke:#ff9800
    subgraph sg6["src/queries.js **(modified)**"]
        n23["listFunctionsData"]
        n24["statsData"]
        n25["stats"]
        n27["contextData"]
        n28["context"]
        n30["explainFileImpl"]
        n35["mapSymbol"]
        n33["explainFunctionImpl"]
        n36["explain"]
        n38["printFunctionExplain"]
        n39["whereSymbolImpl"]
        n41["where"]
        n43["rolesData"]
        n44["roles"]
    end
    style sg6 fill:#fff3e0,stroke:#ff9800
    subgraph sg7["src/registry.js **(modified)**"]
        n45["pruneRegistry"]
    end
    style sg7 fill:#fff3e0,stroke:#ff9800
    subgraph sg8["src/structure.js **(modified)**"]
        n47["median"]
        n48["classifyNodeRoles"]
    end
    style sg8 fill:#fff3e0,stroke:#ff9800
    n9["searchData"]
    n16["embed"]
    n17["buildEmbeddings"]
    n31["getFileLines"]
    n40["whereData"]
    subgraph sg9["Callers **(blast radius)**"]
        n1["command:build"]
        n10["multiSearchData"]
        n11["benchmarkModel"]
        n18["command:embed"]
        n19["command:mcp"]
        n26["command:stats"]
        n29["command:context"]
        n32["getFileLines"]
        n34["explainCallees"]
        n37["command:explain"]
        n42["command:where"]
        n46["command:list"]
        n49["resolveBarrelExport"]
    end
    style sg9 fill:#f3e5f5,stroke:#9c27b0
    n0 --> n1
    n6 --> n0
    n7 --> n8
    n8 --> n9
    n8 --> n10
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@carlos-alm carlos-alm merged commit a16d2e8 into main Feb 25, 2026
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@carlos-alm carlos-alm deleted the feat/co-change-analysis branch February 25, 2026 16:57
carlos-alm pushed a commit that referenced this pull request Feb 25, 2026
Document the new git co-change analysis feature from PR #95:
- Add co-change commands section, feature table row, comparison rows
- Update MCP tool count 18 → 19 across all mentions
- Mark BACKLOG item #9 as DONE with implementation details
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