diff --git a/CLAUDE.md b/CLAUDE.md
index 8bd71a7..0438532 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -1,4 +1,3 @@
-<!-- AUTO-GENERATED by agent-core sync. Do not edit directly. -->
 # sync-docs
 
 > Sync documentation with code changes. Find outdated refs, update CHANGELOG, flag stale examples.
@@ -24,7 +23,7 @@
 5. **Always run git hooks** - Never bypass pre-commit or pre-push hooks.
 6. **Use single dash for em-dashes** - In prose, use ` - ` (single dash with spaces), never ` -- `.
 7. **Report script failures before manual fallback** - Never silently bypass broken tooling.
-8. **Token efficiency** - Be concise. Save tokens over decorations.
+8. **Token efficiency** - Save tokens over decorations.
 
 ## Model Selection
 
diff --git a/lib/collectors/docs-patterns.js b/lib/collectors/docs-patterns.js
index 66b22ea..7485246 100644
--- a/lib/collectors/docs-patterns.js
+++ b/lib/collectors/docs-patterns.js
@@ -17,10 +17,6 @@ const { execFileSync } = require('child_process');
 let repoMapModule = null;
 let repoMapLoadError = null;
 
-// Lazy-load binary module (only available when agent-core syncs it)
-let binaryModule = null;
-let binaryLoadError = null;
-
 /**
  * Get the repo-map module, loading it lazily
  * @returns {{module: Object|null, error: string|null}}
@@ -46,27 +42,6 @@ function getRepoMapLoadError() {
   return repoMapLoadError;
 }
 
-/**
- * Get the binary module, loading it lazily
- * @returns {Object|null}
- */
-function getBinary() {
-  if (!binaryModule && !binaryLoadError) {
-    try {
-      const lib = require('../index');
-      if (lib.binary && typeof lib.binary.runAnalyzer === 'function') {
-        binaryModule = lib.binary;
-      } else {
-        binaryLoadError = 'binary module not available in @agentsys/lib';
-      }
-    } catch (err) {
-      binaryLoadError = err.message || 'Failed to load binary module';
-      binaryModule = null;
-    }
-  }
-  return binaryModule;
-}
-
 const DEFAULT_OPTIONS = {
   cwd: process.cwd()
 };
@@ -682,40 +657,6 @@ function checkChangelog(changedFiles, options = {}) {
   };
 }
 
-/**
- * Get doc-drift signals from agent-analyzer binary.
- *
- * Returns docs with low code coupling - files that rarely co-change with code
- * and are likely drifting out of sync. Requires repo-intel map file to exist.
- *
- * @param {string} cwd - Working directory (repository root)
- * @returns {Array|null} Array of drift entries or null if unavailable
- */
-function getDocDriftSignals(cwd) {
-  const binary = getBinary();
-  if (!binary) return null;
-
-  // Resolve map file path: <stateDir>/repo-intel.json
-  const stateDir = ['.claude', '.opencode', '.codex']
-    .find(d => fs.existsSync(path.join(cwd, d))) || '.claude';
-  const mapFile = path.join(cwd, stateDir, 'repo-intel.json');
-
-  if (!fs.existsSync(mapFile)) return null;
-
-  try {
-    const output = binary.runAnalyzer([
-      'repo-intel', 'query', 'doc-drift',
-      '--top', '20',
-      '--map-file', mapFile,
-      cwd
-    ]);
-    return JSON.parse(output);
-  } catch {
-    // Binary not available, query failed, or parse error - not critical
-    return null;
-  }
-}
-
 /**
  * Collect all documentation-related data
  * @param {Object} options - Collection options
@@ -742,11 +683,9 @@ function collect(options = {}) {
       } : null
     },
     // New: undocumented exports detection (pass repoMapStatus to avoid redundant call)
-    undocumentedExports: repoMapStatus.available
+    undocumentedExports: repoMapStatus.available 
       ? findUndocumentedExports(changedFiles, { ...opts, repoMapStatus })
-      : [],
-    // Doc-drift signals from agent-analyzer (optional, null if unavailable)
-    docDrift: getDocDriftSignals(opts.cwd)
+      : []
   };
 }
 
@@ -767,8 +706,6 @@ module.exports = {
   findUndocumentedExports,
   isInternalExport,
   isEntryPoint,
-  // Doc-drift integration
-  getDocDriftSignals,
   // Utilities
   escapeRegex,
   // Diagnostic
diff --git a/lib/collectors/git.js b/lib/collectors/git.js
index 209a028..552c23d 100644
--- a/lib/collectors/git.js
+++ b/lib/collectors/git.js
@@ -2,7 +2,7 @@
  * Git History Collector
  *
  * Collects git history analysis data using the agent-analyzer binary.
- * Runs a full git-map init and extracts key metrics for downstream consumers.
+ * Runs a full repo-intel init and extracts key metrics for downstream consumers.
  *
  * @module lib/collectors/git
  */
@@ -20,7 +20,7 @@ const DEFAULT_OPTIONS = {
 /**
  * Collect git history data for the given repository.
  *
- * Runs agent-analyzer git-map init to produce a full map, then extracts
+ * Runs agent-analyzer repo-intel init to produce a full map, then extracts
  * key metrics (hotspots, bus factor, AI ratio, etc.) from the result.
  *
  * @param {Object} [options={}] - Collection options
@@ -44,7 +44,7 @@ function collectGitData(options = {}) {
 
   let map;
   try {
-    const json = binary.runAnalyzer(['git-map', 'init', cwd]);
+    const json = binary.runAnalyzer(['repo-intel', 'init', cwd]);
     map = JSON.parse(json);
   } catch (err) {
     return {
@@ -57,7 +57,6 @@ function collectGitData(options = {}) {
   const fileActivity = map.fileActivity || {};
   const contributors = map.contributors || {};
   const aiAttribution = map.aiAttribution || {};
-  const commitShape = map.commitShape || {};
   const conventions = map.conventions || {};
   const releases = map.releases || {};
 
@@ -66,6 +65,7 @@ function collectGitData(options = {}) {
     .map(([path, activity]) => ({
       path,
       changes: activity.totalChanges || 0,
+      recentChanges: activity.recentChanges || 0,
       authors: activity.authors ? Object.keys(activity.authors).length : 0,
       lastChanged: activity.lastChanged || null
     }))
@@ -114,13 +114,14 @@ function collectGitData(options = {}) {
       attributed: aiAttribution.attributed || 0,
       heuristic: aiAttribution.heuristic || 0,
       none: aiAttribution.none || 0,
+      confidence: aiAttribution.confidence || 'low',
       tools: aiAttribution.tools || {}
     },
     busFactor,
     conventions: {
       style: conventions.style || null,
       prefixes: conventions.prefixes || {},
-      scopes: conventions.scopes || {}
+      usesScopes: conventions.usesScopes || false
     },
     releaseInfo: {
       tagCount: releases.tags ? releases.tags.length : 0,
@@ -128,11 +129,6 @@ function collectGitData(options = {}) {
         ? releases.tags[releases.tags.length - 1]
         : null,
       cadence: releases.cadence || null
-    },
-    commitShape: {
-      typicalSize: commitShape.typicalSize || null,
-      filesPerCommit: commitShape.filesPerCommit || null,
-      mergeCount: commitShape.mergeCount || 0
     }
   };
 }
diff --git a/lib/collectors/index.js b/lib/collectors/index.js
index f65c8fb..33dfb4b 100644
--- a/lib/collectors/index.js
+++ b/lib/collectors/index.js
@@ -127,7 +127,6 @@ module.exports = {
   findUndocumentedExports: docsPatterns.findUndocumentedExports,
   isInternalExport: docsPatterns.isInternalExport,
   isEntryPoint: docsPatterns.isEntryPoint,
-  getDocDriftSignals: docsPatterns.getDocDriftSignals,
 
   collectGitData: git.collectGitData,