cavemem

Artifact input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","__artifactPublishTarget":"https://claude.ai/code/artifact/bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","__artifactRoomJoinDisclosed":false,"__artifactPublishSourcePin":{"path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","kind":"file","redirected":false,"sha256":"51c7fb729302d083fdbc0f… output={"url":"https://claude.ai/code/artifact/bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","artifact_id":"bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","title":"Osprey Graph Audit","updated":true,"version":"1787933278-b833","liveSubscription":"connected"}

Write input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":"<title>Osprey Graph Audit</title>\n<link rel=\"stylesheet\" href=\"https://fonts.googleapis.com/css2?family=Zilla+Slab:wght@500;600;700&family=IBM+Plex+Sans:wght@400;500;600&family=IBM+Plex+Mono:wght@400;500;600&display=swap\">\n<style>\n:root{\n --bg: #F2F4F1;\n --surface: #FFFFFF;\n --surface-2: #EAEDE8;\n --text: #1A2220;\n --te… output={"type":"update","filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":"<title>Osprey Graph Audit</title>\n<link rel=\"stylesheet\" href=\"https://fonts.googleapis.com/css2?family=Zilla+Slab:wght@500;600;700&family=IBM+Plex+Sans:wght@400;500;600&family=IBM+Plex+Mono:wght@400;500;600&display=swap\">\n<style>\n:root{\n --bg: #F2F4F1;\n --surface: #FFFFFF;\n --surface-2: #EAEDE8;\n --text: #1A…

Read input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html"} output={"type":"text","file":{"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":"<title>Osprey Graph Audit</title>\n<link rel=\"stylesheet\" href=\"https://fonts.googleapis.com/css2?family=Zilla+Slab:wght@500;600;700&family=IBM+Plex+Sans:wght@400;500;600&family=IBM+Plex+Mono:wght@400;500;600&display=swap\">\n<style>\n:root{\n --bg: #F2F4F1;\n --surface: #FFFFFF;\n --surface-2: #EAEDE8;\n --tex…

add indonesian version, usin toogle language in artifact

Bash input={"command":"git status --short","description":"Check resulting git status after knowledge-graph skill run"} output={"stdout":" M.gitignore","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Artifact input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","__artifactPublishTarget":"https://claude.ai/code/artifact/bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","__artifactRoomJoinDisclosed":false,"__artifactPublishSourcePin":{"path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","kind":"file","redirected":false,"sha256":"67f2da05ea194078e03fb0… output={"url":"https://claude.ai/code/artifact/bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","artifact_id":"bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","title":"Osprey Graph Audit","updated":true,"version":"1787932763-f2fc","liveSubscription":"connected"}

Edit input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","old_string":" <p>Beehive over-connects: high recall, but common method names collapse into false hubs and (likely) inflated circular-dependency report, with no built-in signal telling reader which parts to distrust. Graphify under-connects on ambiguous calls but stays precise, and adds rationale layer and self-flagged uncertainty that beehive has… output={"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","oldString":" <p>Beehive over-connects: high recall, but common method names collapse into false hubs and (likely) inflated circular-dependency report, with no built-in signal telling reader which parts to distrust. Graphify under-connects on ambiguous calls but stays precise, and adds rationale layer and self-flagged uncertainty that beehive has n…

Read input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","offset":442,"limit":30} output={"type":"text","file":{"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":" <section>\n <h2>Verdict</h2>\n <div class=\"verdict\">\n <h3>Neither wins outright — they fail differently</h3>\n <p>Beehive over-connects: high recall, but common method names collapse into false hubs and (likely) inflated circular-dependency report, with no built-in signal telling reader which parts to …

Edit input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","old_string":" <h2>Four smaller differences</h2>\n\n <h3>1. Freshness mechanism</h3>","new_string":" <h2>Five smaller differences</h2>\n\n <h3>1. Freshness mechanism</h3>","replace_all":false} output={"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","oldString":" <h2>Four smaller differences</h2>\n\n <h3>1. Freshness mechanism</h3>","newString":" <h2>Five smaller differences</h2>\n\n <h3>1. Freshness mechanism</h3>","originalFile":"<title>Osprey Graph Audit</title>\n<link rel=\"stylesheet\" href=\"https://fonts.googleapis.com/css2?family=Zilla+Slab:wght@500;600;700&family=IBM+Plex+Sans:wght@40…

Read input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","offset":424,"limit":20} output={"type":"text","file":{"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":" <h3>2. Rationale capture</h3>\n <p>Graphify promotes <code>#</code> comments and docstrings that read like justification into first-class graph nodes, wired to code they explain via <code>rationale_for</code> edge — 1,192 of them here, <b>29% of all nodes</b>. One example pulled straight from report cites com…

Read input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","offset":395,"limit":30} output={"type":"text","file":{"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":"\n <h3>3. conceptual question — \"how does webhook signature verification pick which secret to use?\"</h3>\n <div class=\"tblwrap\">\n <table>\n <thead><tr><th>Method</th><th>Time</th><th>Result</th></tr></thead>\n <tbody>\n <tr><td class=\"label\"><code>rg -i \"signature\"</code></td><td cla…

Edit input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","old_string":" <p>Zero of eight are name collisions — every entry is real architectural concept ( repository, service, domain model). <b>6 of beehive's top 8 vs. 0 of graphify's</b> is difference in one table.</p>\n </section>\n\n <div class=\"divider\" aria-hidden=\"true\">\n <svg width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><circle cx… output={"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","oldString":" <p>Zero of eight are name collisions — every entry is real architectural concept ( repository, service, domain model). <b>6 of beehive's top 8 vs. 0 of graphify's</b> is difference in one table.</p>\n </section>\n\n <div class=\"divider\" aria-hidden=\"true\">\n <svg width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><circle cx=\…

Read input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","offset":328,"limit":20} output={"type":"text","file":{"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":" <tr><td class=\"number\">6</td><td><code>application/config.py::get_settings</code></td><td class=\"number\">63</td><td>63× direct</td><td><span class=\"tag good\">real hub</span></td></tr>\n <tr><td class=\"number\">7</td><td><code>test_worker.py::join</code></td><td class=\"number\">64</td><td>64× unique_name</td><td><span cla…

Edit input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","old_string":" <p>Every unresolved, ambiguous <code>.get(...)</code> call in repository — dict, environment, headers, requests — falls through to that last line and lands on whichever file defining <code>get</code> happened to be scanned first. It always resolves to <code>chat_repository.py</code>. Multiply by <code>~0.55 confidence × 481 hits ≈ 264.6</code> and… output={"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","oldString":" <p>Every unresolved, ambiguous <code>.get(...)</code> call in repository — dict, environment, headers, requests — falls through to that last line and lands on whichever file defining <code>get</code> happened to be scanned first. It always resolves to <code>chat_repository.py</code>. Multiply by <code>~0.55 confidence × 481 hits ≈ 264.6</code> and y…

Edit input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","old_string":" <p>Beehive's hub list opens with <code>chat_repository.py::get</code> at <code>pagerank 0.0856</code>, <code>fan_in 264.9</code> — ahead of everything else in 209-file application. Pulling its full <code>called_by</code> list shows why: <b>481 callers</b>, every single one resolved at <code>confidence 0.55</code> via <code>resolution: suffix_mat… output={"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","oldString":" <p>Beehive's hub list opens with <code>chat_repository.py::get</code> at <code>pagerank 0.0856</code>, <code>fan_in 264.9</code> — ahead of everything else in 209-file application. Pulling its full <code>called_by</code> list shows why: <b>481 callers</b>, every single one resolved at <code>confidence 0.55</code> via <code>resolution: suffix_match…

Edit input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","old_string":" <tr><td class=\"label\">Edges</td><td class=\"number col-a\">5,700 calls (est.)</td><td class=\"number col-b\">10,656 (7 relation types)</td></tr>","new_string":" <tr><td class=\"label\">Edges</td><td class=\"number col-a\">6,007 calls</td><td class=\"number col-b\">10,656 (7 relation types)</td></tr>","replace_all":false} output={"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","oldString":" <tr><td class=\"label\">Edges</td><td class=\"number col-a\">5,700 calls (est.)</td><td class=\"number col-b\">10,656 (7 relation types)</td></tr>","newString":" <tr><td class=\"label\">Edges</td><td class=\"number col-a\">6,007 calls</td><td class=\"number col-b\">10,656 (7 relation types)</td></tr>","originalFile":"<title>Osprey Graph Aud…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml\nwith open('knowledge-graph.current.yaml') as f:\n d = yaml.safe_load(f)\nprint('calls edges:', len(d['relationships']['calls']))\nprint('total_functions meta:', d['metadata']['total_functions'])\n\"\n","timeout":60000,"description":"Get exact calls-edge count from current.yaml"} output={"stdout":"calls edges: 6007\ntotal_functions meta: 2429","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Edit input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","old_string":" <tr><td class=\"label\">Files covered</td><td class=\"number col-a\">209</td><td class=\"number col-b\">230 code<span class=\"tag warn\">−.tf/.sql</span></td></tr>\n <tr><td class=\"label\">Languages parsed</td><td class=\"col-a\">Python (ast), JS (regex)</td><td class=\"col-b\">~40 via tree-sitter, installed set</td></tr>\n … output={"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","oldString":" <tr><td class=\"label\">Files covered</td><td class=\"number col-a\">209</td><td class=\"number col-b\">230 code<span class=\"tag warn\">−.tf/.sql</span></td></tr>\n <tr><td class=\"label\">Languages parsed</td><td class=\"col-a\">Python (ast), JS (regex)</td><td class=\"col-b\">~40 via tree-sitter, installed set</td></tr>\n …

Edit input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","old_string":" <p class=\"dek\"> beehive <code>knowledge-graph</code> skill and Graphify were both pointed at this repository. One is static, name-matched YAML baseline committed to tree; other is queryable CLI built on tree-sitter AST resolution. Here's what each produced.</p>\n <div class=\"meta\">\n <span><b>Repository</b> ospr… output={"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","oldString":" <p class=\"dek\"> beehive <code>knowledge-graph</code> skill and Graphify were both pointed at this repository. One is static, name-matched YAML baseline committed to tree; other is queryable CLI built on tree-sitter AST resolution. Here's what each produced.</p>\n <div class=\"meta\">\n <span><b>Repository</b> osprey…

Read input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","offset":255,"limit":35} output={"type":"text","file":{"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":" <thead><tr><th>Metric</th><th>Beehive</th><th>Graphify</th></tr></thead>\n <tbody>\n <tr><td class=\"label\">Files covered</td><td class=\"number col-a\">209</td><td class=\"number col-b\">230 code<span class=\"tag warn\">−.tf/.sql</span></td></tr>\n <tr><td class=\"label\">Languages parsed</td><td cl…

Read input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","offset":290,"limit":40} output={"type":"text","file":{"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":"<span class=\"cdim\">… 476 more, all suffix_match @ 0.55</span></pre>\n <p>One example traced by hand: <code>application/config.py::Settings.model_copy</code> is credited with calling <code>ChatRepository.get</code>. Its actual body:</p>\n <pre><span class=\"evidence-label\">application/config.py:147</span>\ndef model_copy(self, *, u…

Read input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","offset":380,"limit":40} output={"type":"text","file":{"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":"","numLines":0,"startLine":380,"totalLines":379}}

Bash input={"command":"export PATH=\"$HOME/.local/bin:$PATH\"\nSCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\necho \"=== TASK 3: 'how does webhook signature verification pick which secret to use' ===\"\necho \"--- plain grep, has to guess right terms ---\"\ntime rg -li \"signature\" --type py | wc -l\nrg -n \"X-Hub-Signature|webhook_secret\" --type py -l\necho\necho \"--- graphify query ---\"\ntime graphify query \"how does webhook signature ver… output={"stdout":"=== TASK 3: 'how does webhook signature verification pick which secret to use' ===\n--- plain grep, has to guess right terms ---\n19\n\nreal\t0m0.020s\nuser\t0m0.007s\nsys\t0m0.009s\napp/repositories/credential_repository.py\napp/models/bitbucket_credential.py\napp/routers/integration.py\napp/routers/webhooks.py\napp/security/webhook_signature.py\napp/config.py\napp/services/webhook_secret_service.py\napp/services/webhook_parser.py\napp/services/integration_service.py\ntests/test_…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml\nfrom collections import Counter\nwith open('knowledge-graph.current.yaml') as f:\n d = yaml.safe_load(f)\ntargets = {\n ('application/repositories/chat_repository.py','add'),\n ('application/repositories/config_repository.py','update'),\n ('application/repositories/config_repository.py','create'),\n ('tests/test_worker.py','join'),\n ('application/static/js/branch_chips.js','commit'),\n}\nfor f2 in d['files']:\n for function in f2.get(… output={"stdout":"('application/repositories/chat_repository.py', 'add') called_by: 86 {'suffix_match': 85, 'same_module': 1}\n('application/repositories/config_repository.py', 'create') called_by: 89 {'suffix_match': 89}\n('application/repositories/config_repository.py', 'update') called_by: 24 {'suffix_match': 24}\n('tests/test_worker.py', 'join') called_by: 64 {'unique_name': 64}\n('application/static/js/branch_chips.js', 'commit') called_by: 315 {'unique_name': 314, 'same_module': 1}","stderr":"","interrupted":false,"isImage":fal…

Bash input={"command":"export PATH=\"$HOME/.local/bin:$PATH\"\nSCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\necho \"=== TASK 2: 'what's most central to this codebase' — pure grep has no answer ===\"\necho \"(no text pattern encodes centrality; skipping — 0 applicable command)\"\necho\necho \"=== graphify god-nodes ===\"\ntime graphify god-nodes --top 8 --graph \"$SCRATCH/graphify-run2/graphify-out/graph.json\"","description":"Task 2: graphify god-n… output={"stdout":"=== TASK 2: 'what's most central to this codebase' — pure grep has no answer ===\n(no text pattern encodes centrality; skipping — 0 applicable command)\n\n=== graphify god-nodes ===\nGod nodes (most connected):\n 1. as_role() - 307 edges\n 2. Settings - 166 edges\n 3. ReviewEventRepository - 118 edges\n 4. BitbucketCredential - 109 edges\n 5. ReviewEvent - 107 edges\n 6. ReviewService - 102 edges\n 7. get_settings() - 100 edges\n 8. Actor - 94 edges\n\nreal\t0m0.599s\nuser\t0m…

Bash input={"command":"export PATH=\"$HOME/.local/bin:$PATH\"\nSCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\npython3 -c \"\nimport json\nwith open('$SCRATCH/graphify-run2/graphify-out/graph.json') as f:\n g = json.load(f)\nlinks = g['links']\nnid = 'app_config_get_settings'\ncalls_in = [l for l in links if l.get('target')==nid and l.get('relation') in ('calls','indirect_call')]\nimports_in = [l for l in links if l.get('target')==nid and l.get('r… output={"stdout":"calls-relation inbound edges: 54\nimports-relation inbound edges: 44\n app_consumer_worker_run L171\n app_consumer_worker_worker_loop L146\n app_integrations_aws_client L11\n app_integrations_bitbucket_client_bitbucketclient_init L52\n app_integrations_claude_code_client_claudecodeclient_init L131\n app_integrations_codex_client_codexclient_init L90\n app_integrations_jira_client_fetch_issue L147\n app_integrations_provider_status_fetch_indicator L71\n app_integrations_review…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\necho \"=== grepping huge YAML directly (realistic agent shortcut) ===\"\ntime rg -c \"name: get_settings\" knowledge-graph.current.yaml\ntime rg \"caller_function: \" knowledge-graph.current.yaml -A0 | wc -l\necho\necho \"=== graphify: query via CLI on fresh graph ===\"\nexport PATH=\"$HOME/.local/bin:$PATH\"\nSCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\ntime graphify explain \"g… output={"stdout":"=== grepping huge YAML directly (realistic agent shortcut) ===\n1\n\nreal\t0m0.012s\nuser\t0m0.003s\nsys\t0m0.007s\n6005\n\nreal\t0m0.007s\nuser\t0m0.002s\nsys\t0m0.004s\n\n=== graphify: query via CLI on fresh graph ===\nNode: get_settings()\n ID: app_config_get_settings\n Source: application/config.py L1399\n Type: code\n Community: Community 19\n Degree: 100\n\nConnections (100):\n --> Settings [calls] [EXTRACTED] application/config.py:L1400\n <-- review_service.py …

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml, time\nt0=time.time()\nwith open('knowledge-graph.current.yaml') as f:\n d = yaml.safe_load(f)\nt1=time.time()\nfor f2 in d['files']:\n if f2['path'] == 'application/config.py':\n for function in f2['functions']:\n if function['name'] == 'get_settings':\n print('called_by count:', len(function['called_by']))\n from collections import Counter\n print(Counter(cb['resolution'] for… output={"stdout":"called_by count: 63\nCounter({'direct': 63})\ndistinct caller files: 36\nYAML parse time: 10.68s","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cd /home/etc/claude-code/work/osprey\ngrep -rn \"^def get_settings\\|^ def get_settings\" --include=\"*.py\". 2>/dev/null | grep -v test\necho \"---\"\ngrep -n \"^import\\|^from\" application/sso/routes.py | grep -i authentication","description":"Check if there are multiple get_settings definitions (grep ambiguity check)"} output={"stdout":"application/config.py:1399:def get_settings() -> Settings:\n---\n21:from.authentication import (","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cd /home/etc/claude-code/work/osprey\necho \"=== TASK 1: callers of get_settings() — plain ripgrep ===\"\ntime rg -n \"get_settings\\(\\)\" --type py -c | wc -l\necho \"--- total call-site occurrences ---\"\nrg -n \"get_settings\\(\\)\" --type py | wc -l\necho \"--- sample ---\"\nrg -n \"get_settings\\(\\)\" --type py | head -8","description":"Task 1 baseline: grep for get_settings() callers"} output={"stdout":"=== TASK 1: callers of get_settings() — plain ripgrep ===\n44\n\nreal\t0m0.087s\nuser\t0m0.005s\nsys\t0m0.023s\n--- total call-site occurrences ---\n76\n--- sample ---\napp/sso/routes.py:71: settings = get_settings()\napp/sso/routes.py:86:@limiter.limit(lambda: get_settings().rate_limit_login)\napp/sso/routes.py:102: settings = get_settings()\napp/sso/routes.py:143:@limiter.limit(lambda: get_settings().rate_limit_login)\napp/sso/routes.py:164: settings = get_settings()\napp/s…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\necho \"=== BEEHIVE outputs ===\"\nls -la knowledge-graph.yaml knowledge-graph.index.yaml knowledge-graph.current.yaml 2>&1 | awk '{print $5, $NF}'\nwc -l knowledge-graph.current.yaml\necho\necho \"=== GRAPHIFY outputs (run2) ===\"\nSCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\ndu -sb \"$SCRATCH/graphify-run2/graphify-out/graph.json\" \"$SCRATCH/graphify-run2/graphify-out/graph.html\" \"$S… output={"stdout":"=== BEEHIVE outputs ===\n3468319 knowledge-graph.current.yaml\n28262 knowledge-graph.index.yaml\n3217942 knowledge-graph.yaml\n107921 knowledge-graph.current.yaml\n\n=== GRAPHIFY outputs (run2) ===\n5881656\t/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/graphify-run2/graphify-out/graph.json\n4721766\t/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/graphify-run2/graphify-out/graph.html\n64…

Bash input={"command":"export PATH=\"$HOME/.local/bin:$PATH\"\nSCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\necho \"=== graphify extract (re-timed, cache warm) ===\"\ncd /home/etc/claude-code/work/osprey\ntime graphify extract. --code-only --out \"$SCRATCH/graphify-run2\" > /tmp/graphify_extract2.log 2>&1\ntail -8 /tmp/graphify_extract2.log\necho\necho \"=== graphify cluster-only (timed) ===\"\ntime graphify cluster-only \"$SCRATCH/graphify-run2\"… output={"stdout":"=== graphify extract (re-timed, cache warm) ===\n\nreal\t0m12.487s\nuser\t0m8.544s\nsys\t0m0.942s\n AST extraction: 100/230 uncached files (43%)\n AST extraction: 200/230 uncached files (86%)\n AST extraction: 230/230 uncached files (100%)\n warning: 6.tf file(s) contributed nothing to graph because dependency is missing: tree_sitter_hcl not installed. Install it with: pip install \"graphifyy[terraform]\" (#1745)\n warning: 2.sql file(s) contributed nothing to graph b…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\necho \"=== beehive script timing (rerun, COMPARE mode, safe to clobber current.yaml) ===\"\ntime python3 /root/.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py --root \"$(pwd)\" > /tmp/beehive_rerun.log 2>&1\ntail -5 /tmp/beehive_rerun.log","timeout":180000,"description":"Time beehive knowledge-graph build script"} output={"stdout":"=== beehive script timing (rerun, COMPARE mode, safe to clobber current.yaml) ===\n\nreal\t0m20.137s\nuser\t0m13.788s\nsys\t0m0.794s\nSCAN: COMPARE\nDRIFT REPORTED base <ec87678092d0b82af8e2781ecdda26cb559a4e1c> -> head <5f1f1e8ca9006e9aeaa7c139776f536dd2f598ac>\n\nFunctions +143: [('application/config.py', '_apply_environment_server_url'), ('application/config.py', 'auth_mode'), ('application/config.py', 'auth_mode_active'), ('application/config.py', 'default_server_url'), ('application/repositories/user_repository.p…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml\nwith open('knowledge-graph.current.yaml') as f:\n d = yaml.safe_load(f)\nfor f2 in d['files']:\n if f2['path'] == 'application/repositories/chat_repository.py':\n for function in f2['functions']:\n if function['name'] == 'get':\n print('called_by count:', len(function['called_by']))\n from collections import Counter\n res = Counter(cb['resolution'] for cb in function['called_by'])\n… output={"stdout":"called_by count: 486\nCounter({'suffix_match': 485, 'same_module': 1})","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

add comparison for latency and storage usage from generated file. also compare effectivenes when find code base compare with grep

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml, json\nwith open('knowledge-graph.index.yaml' ) as f:\n pass\nwith open('knowledge-graph.current.yaml') as f:\n d = yaml.safe_load(f)\nprint('total hubs:', len(d['hubs']))\nfor h in d['hubs'][:8]:\n print(h)\n\"\n","timeout":60000,"description":"Check top hubs in fresh current-commit graph"} output={"stdout":"total hubs: 242\n{'file': 'application/repositories/chat_repository.py', 'function': 'get', 'pagerank': 0.088371, 'fan_in': 267.65, 'fan_out': 1, 'rank': 1}\n{'file': 'application/repositories/chat_repository.py', 'function': 'add', 'pagerank': 0.040958, 'fan_in': 47.65, 'fan_out': 1, 'rank': 2}\n{'file': 'application/static/js/branch_chips.js', 'function': 'commit', 'pagerank': 0.005993, 'fan_in': 236.4, 'fan_out': 9, 'rank': 3}\n{'file': 'tests/conftest.py', 'function': 'as_role', 'pagerank': 0.005973, 'fa…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\nls -la knowledge-graph.current.yaml\ntail -5.gitignore\ngit status --short | head -20\npython3 -c \"\nimport yaml\nwith open('knowledge-graph.current.yaml') as f:\n d = yaml.safe_load(f)\nprint(d['metadata'])\n\"\n","timeout":60000,"description":"Verify current.yaml written, gitignore updated, git status"} output={"stdout":"-rw-r--r-- 1 root root 3468319 Aug 28 15:51 knowledge-graph.current.yaml\n.DS_Store\n.idea/\n.vscode/\n\nknowledge-graph.current.yaml\n M.gitignore\n{'project_name': 'osprey', 'scan_date': '2026-08-28T15:51:29.173822+00:00', 'commit_hash': '5f1f1e8ca9006e9aeaa7c139776f536dd2f598ac', 'languages': ['javascript', 'python'], 'total_files': 218, 'total_functions': 2429}","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 /root/.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py --root \"$(pwd)\" 2>&1 | tail -80","timeout":300000,"description":"Run knowledge graph build script (derived COMPARE mode) against current HEAD"} output={"stdout":"SCAN: COMPARE\nDRIFT REPORTED base <ec87678092d0b82af8e2781ecdda26cb559a4e1c> -> head <5f1f1e8ca9006e9aeaa7c139776f536dd2f598ac>\n\nFunctions +143: [('application/config.py', '_apply_environment_server_url'), ('application/config.py', 'auth_mode'), ('application/config.py', 'auth_mode_active'), ('application/config.py', 'default_server_url'), ('application/repositories/user_repository.py', 'set_password_hash'), ('application/routers/admin.py', 'set_user_password'), ('application/routers/integration.py', 'integration_setup_guide_page'…

Bash input={"command":"for p in ~/.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py./.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py skills/knowledge-graph/scripts/build_knowledge_graph.py; do\n if [ -f \"$p\" ]; then echo \"FOUND: $p\"; fi\ndone","description":"Locate build_knowledge_graph.py script"} output={"stdout":"FOUND: /root/.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Skill input={"skill":"knowledge-graph"} output={"success":true,"commandName":"knowledge-graph"}

Bash input={"command":"git status --short && git log -1 --format='%H %ci'","description":"Check git status and current HEAD before regenerating graph"} output={"stdout":"5f1f1e8ca9006e9aeaa7c139776f536dd2f598ac 2026-08-28 10:42:52 +0000","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

comparison must be use same commit hash, rerun beehive skill using latest commit

Artifact input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","__artifactPublishTarget":"https://claude.ai/code/artifact/bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","__artifactRoomJoinDisclosed":false,"__artifactPublishSourcePin":{"path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","kind":"file","redirected":false,"sha256":"e968094c35ef41084412f4… output={"url":"https://claude.ai/code/artifact/bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","artifact_id":"bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","title":"Osprey Graph Audit","updated":true,"version":"1787932023-ebe4","liveSubscription":"connected"}

Edit input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","old_string":"<title>Graph Audit: Osprey</title>","new_string":"<title>Osprey Graph Audit</title>","replace_all":false} output={"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","oldString":"<title>Graph Audit: Osprey</title>","newString":"<title>Osprey Graph Audit</title>","originalFile":"<title>Graph Audit: Osprey</title>\n<link rel=\"stylesheet\" href=\"https://fonts.googleapis.com/css2?family=Zilla+Slab:wght@500;600;700&family=IBM+Plex+Sans:wght@400;500;600&family=IBM+Plex+Mono:wght@400;500;600&display=swap\">\n<style>\n:root{\n…

Artifact input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","favicon":"🕸️","title":"Two Knowledge Graphs","description":" traced, evidence-based comparison of beehive knowledge-graph skill vs Graphify on osprey repository — same call site, two different answers.","__artifactPlanConsentAsk":false,"__artifactPublishTarget":null,"__artifactRoomJoinDisclosed":false,"__artifactPublishSourcePin":{"path":"/tmp/claud… output={"url":"https://claude.ai/code/artifact/bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","artifact_id":"bbdaa9c7-d578-4990-8e9f-d0adb7c39b2d","title":"Graph Audit: Osprey","updated":false,"version":"1787932014-0bdd","warnings":[" document's own <title> (\"Graph Audit: Osprey\") names this artifact; `title` parameter (\"Two Knowledge Graphs\") was not applied — tag …

Write input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":"<title>Graph Audit: Osprey</title>\n<link rel=\"stylesheet\" href=\"https://fonts.googleapis.com/css2?family=Zilla+Slab:wght@500;600;700&family=IBM+Plex+Sans:wght@400;500;600&family=IBM+Plex+Mono:wght@400;500;600&display=swap\">\n<style>\n:root{\n --bg: #F2F4F1;\n --surface: #FFFFFF;\n --surface-2: #EAEDE8;\n --text: #1A2220;\n --t… output={"type":"create","filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact/kg-comparison.html","content":"<title>Graph Audit: Osprey</title>\n<link rel=\"stylesheet\" href=\"https://fonts.googleapis.com/css2?family=Zilla+Slab:wght@500;600;700&family=IBM+Plex+Sans:wght@400;500;600&family=IBM+Plex+Mono:wght@400;500;600&display=swap\">\n<style>\n:root{\n --bg: #F2F4F1;\n --surface: #FFFFFF;\n --surface-2: #EAEDE8;\n --text: #1…

Bash input={"command":"mkdir -p /tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/artifact","description":"Ensure artifact scratch directory exists"} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":true}

Skill input={"skill":"artifact-design"} output={"success":true,"commandName":"artifact-design"}

Bash input={"command":"cd /home/etc/claude-code/work/osprey\ngit ls-files | grep -v -E '^(node_modules|\\.venv|venv)/' | sed -E 's/.*\\.//' | sort | uniq -c | sort -rn | head -25","description":"Count tracked file extensions in repository"} output={"stdout":" 213 py\n 168 md\n 29 html\n 11 txt\n 7 png\n 6 tf\n 6 css\n 5 js\n 3 yaml\n 2 yml\n 2 sql\n 2 sh\n 1 toml\n 1 svg\n 1 mako\n 1 lock\n 1 local\n 1 json\n 1 ini\n 1 gitignore\n 1 example\n 1 Dockerfile-web-local\n 1 Dockerfile-web\n 1 Dockerfile-consumer-local\n 1 Dockerfile-consumer","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cd /home/etc/claude-code/work/osprey\nsed -n '290,345p' application/integrations/knowledge_graph.py","description":"Read resolve_call function to confirm name-based matching"} output={"stdout":" f\"repository exceeds graph_max_files={max_files}; refusing to scan\"\n )\n return sorted(found)\n\n\ndef resolve_call(\n raw: str, fg: FileGraph, local_names: dict[str, set[str]], symbol_table: dict[str, list[str]]\n) -> tuple[str | None, str | None, float | None]:\n \"\"\"Best-effort resolution of call name to file defining it.\n\n Returns (target_file, resolution, confidence). Confidence is carried all way out to \n PR …

Bash input={"command":"cd /home/etc/claude-code/work/osprey\nsed -n '1,60p' application/integrations/knowledge_graph.py\necho \"...\"\ngrep -n \"^def main\\|^class \\|resolution\\|confidence\" application/integrations/knowledge_graph.py | head -40","description":"Inspect application/integrations/knowledge_graph.py generator internals"} output={"stdout":"\"\"\"Knowledge-graph builder: functions, calls and call-sites of checked-out repository.\n\nVendored from shared `build_knowledge_graph.py` used by knowledge-graph-agent, adapted for\nuse inside review worker. What changed and why:\n\n - NO baseline machinery. Upstream has FULL/VERIFY/COMPARE/REBASELINE modes around committed\n `knowledge-graph.yaml`. worker builds throwaway graph of throwaway clone; none of it\n applies.\n - NO writing into scanned tree. …

Bash input={"command":"cd /home/etc/claude-code/work/osprey\nfind. -iname \"knowledge-graph*\" -o -iname \"*knowledge_graph*\" | grep -v \"^\\./knowledge-graph.yaml\\|^\\./knowledge-graph.index.yaml\"","description":"Locate knowledge graph generator script/skill"} output={"stdout":"./tests/test_knowledge_graph.py\n./app/repositories/knowledge_graph_repository.py\n./app/models/knowledge_graph.py\n./app/integrations/knowledge_graph.py\n./docs/improver/knowledge-graph-dependency\n./tests/__pycache__/test_knowledge_graph.cpython-312-pytest-8.3.4.pyc\n./migrations/versions/0008_knowledge_graph.py\n./app/repositories/__pycache__/knowledge_graph_repository.cpython-312.pyc\n./app/models/__pycache__/knowledge_graph.cpython-312.pyc\n./app/integrations/__pycache__/knowledg…

Read input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/graphify-run/graphify-out/GRAPH_REPORT.md","offset":750,"limit":120} output={"type":"text","file":{"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/graphify-run/graphify-out/GRAPH_REPORT.md","content":"Nodes (6): Migration 0018 is hand-synced to ReviewEvent model. pytest builds SQLite…, _source(), test_migration_adds_every_column_the_model_declares(), test_migration_exists_and_chains_onto_the_previous_head(), test_migration_is_reversible(), test_model_columns_match_the_migration_type_and_nullability()\n\n###…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml, json\nwith open('knowledge-graph.yaml') as f:\n d = yaml.safe_load(f)\nprint('=== concerns ===')\nprint(json.dumps(d['concerns'], indent=2)[:1500])\nprint()\nprint('=== communities sample ===')\nprint(json.dumps(d['communities'][:2], indent=2)[:1500])\nprint()\nprint('=== circular_dependencies ===')\nprint(json.dumps(d['circular_dependencies'], indent=2)[:1500])\n\"\n","timeout":60000,"description":"Inspect beehive … output={"stdout":"=== concerns ===\n{\n \"unresolved_references\": [\n \"upper\",\n \"pop\",\n \"super\",\n \"items\",\n \"dict\",\n \"strip\",\n \"split\",\n \"len\",\n \"warning\",\n \"append\",\n \"tuple\",\n \"Settings\",\n \"maximum\",\n \"int\",\n \"str\",\n \"loads\",\n \"info\",\n \"SessionLocal\",\n \"ChatService\",\n \"ReviewService\",\n \"Actor\",\n \"MemoryService\",\n \"error\",\n \"ReviewQueue\",\n \"SystemExit\",\n …

Bash input={"command":"SCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\npython3 -c \"\nimport json, collections\nwith open('$SCRATCH/graphify-run/graphify-out/graph.json') as f:\n g = json.load(f)\nnodes = g['nodes']\nprint('total nodes', len(nodes))\ncallable_count = sum(1 for n in nodes if n.get('_callable'))\nprint('callable (function/method) nodes:', callable_count)\nft = collections.Counter(n.get('file_type') for n in nodes)\nprint(ft.most_com… output={"stdout":"total nodes 4150\ncallable (function/method) nodes: 2519\n[('code', 2958), ('rationale', 1192)]\ndistinct source files represented: 221","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml, json\nwith open('knowledge-graph.yaml') as f:\n d = yaml.safe_load(f)\nfor f2 in d['files']:\n if f2['path'] == 'application/repositories/chat_repository.py':\n for function in f2['functions']:\n if function['name'] == 'get':\n print('line', function['line'])\n print('called_by count:', len(function['called_by']))\n for cb in function['called_by'][:25]:\n print(' ', cb[… output={"stdout":"line 55\ncalled_by count: 481\n application/config.py model_copy suffix_match 0.55\n application/consumer/worker.py _attempt suffix_match 0.55\n application/consumer/worker.py _attempt suffix_match 0.55\n application/consumer/worker.py _handle_message suffix_match 0.55\n application/consumer/worker.py _handle_memory_reflect suffix_match 0.55\n application/consumer/worker.py _handle_memory_reflect suffix_match 0.55\n application/deps.py client_ip suffix_match 0.55\n application/deps.py _resolve_user_id suffix_match 0.55\n application/deps.py actor…

Bash input={"command":"SCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\npython3 -c \"\nimport json\nwith open('$SCRATCH/graphify-run/graphify-out/graph.json') as f:\n g = json.load(f)\nlinks = g['links']\nnid = 'app_repositories_chat_repository_chatrepository_get'\ninn = [l for l in links if l.get('target')==nid and l.get('relation') in ('calls','indirect_call')]\nprint('callers count:', len(inn))\nfor l in inn[:20]: print(l['source'], l.get('confi… output={"stdout":"callers count: 0","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"SCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\npython3 -c \"\nimport json\nwith open('$SCRATCH/graphify-run/graphify-out/graph.json') as f:\n g = json.load(f)\nnodes = g['nodes']\nmatches = [n for n in nodes if n.get('source_file')=='application/repositories/chat_repository.py' and 'get' in n.get('label','').lower()]\nfor m in matches: print(m['id'], m['label'], m.get('source_location'))\n\"\n","description":"Find chat_repository.p… output={"stdout":"app_repositories_chat_repository_chatrepository_get.get() L55","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"SCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\npython3 -c \"\nimport json, collections\nwith open('$SCRATCH/graphify-run/graphify-out/graph.json') as f:\n g = json.load(f)\nlinks = g['links']\nrel = collections.Counter(l.get('relation') for l in links)\nfor k,v in rel.most_common(30):\n print(k,v)\nprint('total links', len(links))\nconf = collections.Counter(l.get('confidence') for l in links)\nprint(conf)\n\"\n","descri… output={"stdout":"calls 4077\ncontains 1963\nrationale_for 1192\nimports 780\nreferences 775\nimports_from 707\nmethod 557\nuses 471\ninherits 90\ndefines 16\nre_exports 15\nindirect_call 13\ntotal links 10656\nCounter({'EXTRACTED': 9846, 'INFERRED': 810})","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"SCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\npython3 -c \"\nimport json\nwith open('$SCRATCH/graphify-run/graphify-out/graph.json') as f:\n g = json.load(f)\nlinks = g['links']\nnid = 'app_config_settings_model_copy'\nout = [l for l in links if l.get('source')==nid]\ninn = [l for l in links if l.get('target')==nid]\nprint('OUT edges:', len(out))\nfor l in out: print(l)\nprint()\nprint('IN edges:', len(inn))\nfor l in inn:… output={"stdout":"OUT edges: 1\n{'source': 'app_config_settings_model_copy', 'target': 'app_config_py_any', 'relation': 'references', '_origin': 'ast', 'confidence': 'EXTRACTED', 'confidence_score': 1.0, 'context': 'generic_arg', 'source_file': 'application/config.py', 'source_location': 'L147', 'weight': 1.0}\n\nIN edges: 2\n{'source': 'app_config_settings', 'target': 'app_config_settings_model_copy', 'relation': 'method', '_origin': 'ast', 'confidence': 'EXTRACTED', 'confidence_score': 1.0, 'source_file': '…

Bash input={"command":"SCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\npython3 -c \"\nimport json\nwith open('$SCRATCH/graphify-run/graphify-out/graph.json') as f:\n g = json.load(f)\nnodes = g['nodes']\nprint('total nodes', len(nodes))\nmatches = [n for n in nodes if 'model_copy' in str(n.get('id','')) or 'model_copy' in str(n.get('label',''))]\nfor m in matches:\n print(m)\n\"\n","description":"Find model_copy node in graphify graph"} output={"stdout":"total nodes 4150\n{'id': 'app_config_settings_model_copy', 'label': '.model_copy()', '_callable': True, '_origin': 'ast', 'community': 137, 'community_name': 'Community 137', 'file_type': 'code', 'norm_label': '.model_copy()', 'source_file': 'application/config.py', 'source_location': 'L147'}\n{'id': 'tests_test_settings_config_backed_test_model_copy_update_with_the_property_name_still_works', 'label': 'test_model_copy_update_with_the_property_name_still_works()', '_callable': True, '_origin'…

Bash input={"command":"SCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\npython3 -c \"\nimport json\nwith open('$SCRATCH/graphify-run/graphify-out/graph.json') as f:\n g = json.load(f)\nprint(type(g), list(g.keys()) if isinstance(g, dict) else '')\n\"\n","description":"Inspect graphify graph.json top-level structure"} output={"stdout":"<class 'dict'> ['directed', 'multigraph', 'graph', 'nodes', 'links', 'hyperedges', 'built_at_commit']","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cd /home/etc/claude-code/work/osprey\nsed -n '147,175p' application/config.py","description":"View full model_copy override in application/config.py"} output={"stdout":" def model_copy(\n self, *, update: Mapping[str, Any] | None = None, deep: bool = False\n ) -> \"Settings\":\n \"\"\"`update` keys translated from DB-backed property's name to its raw `_default`\n field. `model_copy` writes straight into `__dict__` by field name, bypassing both\n validation and property setter — untranslated `update={\"claude_model\":...}`\n would silently no-op, since getter reads `claude_model_default`, which `u…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\ngrep -n \"def model_copy\\|class.*:\" application/config.py | head -20\necho \"---\"\nsed -n '100,145p' application/config.py","description":"Inspect application/config.py around model_copy to check beehive graph accuracy"} output={"stdout":"45:class Settings(BaseSettings):\n147: def model_copy(\n---\n \"memory_harness_enabled\": \"memory_harness_enabled_default\",\n \"memory_long_term_max_chars\": \"memory_long_term_max_chars_default\",\n \"memory_long_term_window_days\": \"memory_long_term_window_days_default\",\n \"memory_reflection_max_chars\": \"memory_reflection_max_chars_default\",\n \"memory_reflection_review_window\": \"memory_reflection_review_window_default\",\n \"me…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml, json\nwith open('knowledge-graph.yaml') as f:\n d = yaml.safe_load(f)\n\n# find file with functions/classes\nfor f2 in d['files']:\n if f2.get('functions') and f2.get('classes'):\n print(json.dumps(f2, indent=2)[:2500])\n break\n\"\n","timeout":60000,"description":"Find richer file entry example with functions and classes"} output={"stdout":"{\n \"path\": \"application/config.py\",\n \"language\": \"python\",\n \"type\": \"source\",\n \"parse_method\": \"ast\",\n \"imports\": [\n \"application.models.user\",\n \"application.services.config_service\",\n \"collections.abc\",\n \"functools\",\n \"logging\",\n \"pydantic\",\n \"pydantic_settings\",\n \"typing\"\n ],\n \"functions\": [\n {\n \"name\": \"__init__\",\n \"line\": 116,\n \"decorators\": [],\n \"calls\": [\n {\n \"targe…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml, json\nwith open('knowledge-graph.yaml') as f:\n d = yaml.safe_load(f)\n\nprint('=== sample file entry ===')\nprint(json.dumps(d['files'][0], indent=2)[:1500])\n\nprint()\nprint('=== relationships keys ===')\nr = d['relationships']\nfor k,v in r.items():\n print(k, type(v), len(v) if hasattr(v,'__len__') else v)\n\"\n","timeout":60000,"description":"Inspect sample file entry and relationships structure"} output={"stdout":"=== sample file entry ===\n{\n \"path\": \"application/__init__.py\",\n \"language\": \"python\",\n \"type\": \"source\",\n \"parse_method\": \"ast\",\n \"imports\": [],\n \"functions\": [],\n \"classes\": []\n}\n\n=== relationships keys ===\ncalls <class 'list'> 5504","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml\nwith open('knowledge-graph.yaml') as f:\n d = yaml.safe_load(f)\nprint(type(d))\nif isinstance(d, dict):\n for k in d.keys():\n v = d[k]\n print(k, type(v), len(v) if hasattr(v,'__len__') else '')\n\"\n","timeout":60000,"description":"Inspect top-level structure of knowledge-graph.yaml"} output={"stdout":"<class 'dict'>\nmetadata <class 'dict'> 6\nentry_points <class 'list'> 1\nfiles <class 'list'> 209\nrelationships <class 'dict'> 1\nhubs <class 'list'> 229\ncommunities <class 'list'> 38\ncircular_dependencies <class 'list'> 5\ndata_flow <class 'list'> 0\nconcerns <class 'dict'> 4\ntests <class 'list'> 77\nexternal_dependencies <class 'list'> 0\nimports <class 'list'> 195\ninheritance <class 'list'> 90","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cd /home/etc/claude-code/work/osprey\ngit log --oneline -15\necho \"---\"\ngit cat-file -t ec87678092d0b82af8e2781ecdda26cb559a4e1c 2>&1\ngit cat-file -t ec87678 2>&1\ngit log --oneline | grep -i ec87678","description":"Check commit hash validity referenced in beehive graph metadata"} output={"stdout":"5f1f1e8 Merged in release/staging (pull request #42)\n17d05dd Add keyboard layer and review triage to UI\nb4003d7 Merged in fix/redis-cache-warning-log-connection-details (pull request #43)\n045a291 Add Redis connection details to configuration cache warning log\naaffe29 Set default worker_concurrency to 1\na92a2bb Add filled-form screenshot to setup guide, open guide link in new tab\n3b909a3 Add plain-markdown integration guide and beehive session feedback notes\nb85ba42 Style int…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\npython3 -c \"\nimport yaml\nwith open('knowledge-graph.index.yaml') as f:\n d = yaml.safe_load(f)\nprint('metadata:', d.get('metadata'))\nprint()\nprint('entry_points count:', len(d.get('entry_points', [])))\nprint('sample entry_points:', d.get('entry_points', [])[:3])\nprint()\nprint('hubs count:', len(d.get('hubs', [])))\nprint('sample hubs:', d.get('hubs', [])[:5])\n\"\n","description":"Inspect beehive index metadata, entry points, hubs"} output={"stdout":"metadata: {'project_name': 'osprey', 'scan_date': '2026-08-24T08:27:43.689300+00:00', 'commit_hash': 'ec87678092d0b82af8e2781ecdda26cb559a4e1c', 'languages': ['javascript', 'python'], 'total_files': 209, 'total_functions': 2291}\n\nentry_points count: 1\nsample entry_points: [{'file': 'application/integrations/knowledge_graph.py', 'function': 'main'}]\n\nhubs count: 229\nsample hubs: [{'file': 'application/repositories/chat_repository.py', 'function': 'get', 'pagerank': 0.085567, 'fan_in': 264.9, 'fa…

Bash input={"command":"cd /home/etc/claude-code/work/osprey\nwc -l knowledge-graph.yaml knowledge-graph.index.yaml\necho \"--- top level keys ---\"\npython3 -c \"\nimport yaml\nwith open('knowledge-graph.index.yaml') as f:\n d = yaml.safe_load(f)\nprint(type(d))\nif isinstance(d, dict):\n for k in d.keys():\n print(k)\n\"","description":"Inspect beehive knowledge-graph.index.yaml structure"} output={"stdout":" 99658 knowledge-graph.yaml\n 1387 knowledge-graph.index.yaml\n 101045 total\n--- top level keys ---\n<class 'dict'>\nmetadata\nentry_points\nhubs","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"which claude 2>&1; echo \"ANTHROPIC_API_KEY set: ${ANTHROPIC_API_KEY:+yes}\"; export PATH=\"$HOME/.local/bin:$PATH\"; graphify label --help 2>&1 | head -20","description":"Check for claude CLI and API key availability for labeling backend"} output={"stdout":"/root/.local/bin/claude\nANTHROPIC_API_KEY set: \nRun 'graphify --help' for full usage.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Read input={"file_path":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/graphify-run/graphify-out/GRAPH_REPORT.md","limit":150} output={"type":"text","file":{"filePath":"/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad/graphify-run/graphify-out/GRAPH_REPORT.md","content":"# Graph Report - graphify-run (2026-08-28)\n\n## Corpus Check\n- cluster-only mode — file stats not available\n\n## Summary\n- 4150 nodes · 10656 edges · 194 communities (169 shown, 25 thin omitted)\n- Extraction: 92% EXTRACTED · 8% INFERRED · 0% AMBIGUOUS · INFERRED: 810 edges (avg confidence: 0.91)\n- Token cos…

Bash input={"command":"SCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\nls -la \"$SCRATCH/graphify-run/graphify-out/\"\necho \"---\"\ndu -sh \"$SCRATCH/graphify-run/graphify-out/\"*","description":"List graphify output files and sizes"} output={"stdout":"total 10756\ndrwxr-xr-x 3 root root 4096 Aug 28 15:40.\ndrwxr-xr-x 3 root root 4096 Aug 28 15:39..\n-rw-r--r-- 1 root root 272886 Aug 28 15:40.graphify_analysis.json\n-rw-r--r-- 1 root root 33 Aug 28 15:39.graphify_root\n-rw-r--r-- 1 root root 64605 Aug 28 15:40 GRAPH_REPORT.md\ndrwxr-xr-x 3 root root 4096 Aug 28 15:39 cache\n-rw-r--r-- 1 root root 4721766 Aug 28 15:40 graph.html\n-rw-r--r-- 1 root root 5881656 Aug 28 15:40 graph.json\n-rw-r--r-- 1 root root 481…

Bash input={"command":"export PATH=\"$HOME/.local/bin:$PATH\"\nSCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\ngraphify cluster-only \"$SCRATCH/graphify-run\" --no-label 2>&1 | tail -60","timeout":180000,"description":"Run clustering and report generation on graphify output"} output={"stdout":"Loading existing graph...\nGraph: 4150 nodes, 10656 edges\nRe-clustering...\nDone - 194 communities. GRAPH_REPORT.md, graph.json and graph.html updated.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"export PATH=\"$HOME/.local/bin:$PATH\"\nSCRATCH=/tmp/claude-0/-home-etc-claude-code-work-osprey/0a57b1be-1413-4987-9e19-1c272890bf69/scratchpad\nmkdir -p \"$SCRATCH/graphify-run\"\ncd /home/etc/claude-code/work/osprey\ntime graphify extract. --code-only --out \"$SCRATCH/graphify-run\" 2>&1 | tail -100","timeout":300000,"description":"Run graphify local AST-only extraction against repository"} output={"stdout":"[graphify extract] scanning /home/etc/claude-code/work/osprey\n[graphify extract] --code-only: skipping 220 non-code file(s) (212 documentation, 0 papers, 8 images) — no LLM extraction\n[graphify extract] found 230 code, 0 documentation, 0 papers, 0 images\n[graphify extract] 15 file(s) not classified (no supported extension or shebang), skipped:.environment.example,.gitignore, Dockerfile-consumer, Dockerfile-consumer-local, Dockerfile-web, Dockerfile-web-local (+9 more)\n[graphify extract] 2 file(s) skipped…

Bash input={"command":"export PATH=\"$HOME/.local/bin:$PATH\"; graphify --help 2>&1 | sed -n '60,140p'","description":"Show rest of graphify CLI help"} output={"stdout":" --top N how many to show (default 10)\n --graph <path> path to graph.json (default graphify-out/graph.json)\n --json emit JSON instead of text\n save-result save Q& result to graphify-out/memory/ for graph feedback loop\n --question Q question asked\n --answer answer to save\n --type T query type: query|path_query|explain (default: query)\n --nodes N1 N2...…

Bash input={"command":"export PATH=\"$HOME/.local/bin:$PATH\"; graphify --help 2>&1 | head -60","description":"Show graphify CLI help"} output={"stdout":"Usage: graphify <command>\n\nCommands:\n install [--platform P] copy skill to platform configuration directory (claude|windows|codebuddy|codex|opencode|aider|amp|agents|claw|droid|trae|trae-cn|gemini|cursor|antigravity|hermes|kiro|pi|devin)\n uninstall remove graphify from all detected platforms in one shot\n --purge also delete graphify-out/ directory\n path \"\" \"B\" shortest path between two nodes in graph.json\n --graph <path> path …

Bash input={"command":"uv tool install graphifyy 2>&1 | tail -30","description":"Install graphifyy CLI via uv tool"} output={"stdout":" + networkx==3.6.1\n + numpy==2.4.6\n + rapidfuzz==3.14.5\n + tree-sitter==0.25.2\n + tree-sitter-bash==0.25.1\n + tree-sitter-c==0.24.2\n + tree-sitter-c-sharp==0.23.5\n + tree-sitter-cpp==0.23.4\n + tree-sitter-elixir==0.3.5\n + tree-sitter-fortran==0.6.0\n + tree-sitter-go==0.25.0\n + tree-sitter-groovy==0.1.2\n + tree-sitter-java==0.23.5\n + tree-sitter-javascript==0.25.0\n + tree-sitter-json==0.24.8\n + tree-sitter-julia==0.23.1\n + tree-sitter-kotlin==1.1.0\n + tree-sitter-lua==…

Bash input={"command":"which uv pipx pip python3 2>&1; python3 --version 2>&1","description":"Check for uv, pipx, pip, python3 availability"} output={"stdout":"/root/.local/bin/uv\n/usr/bin/pip\n/usr/bin/python3\nPython 3.12.3","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"gh api repositories/Graphify-Labs/graphify/readme -H \"Accept: application/vnd.github.raw\" 2>&1 | sed -n '50,260p'","description":"Fetch more of Graphify README"} output={"stdout":"```\n\nThen, in your AI assistant:\n\n```\n/graphify.\n```\n\nThat's it. You get **three files**:\n\n```\ngraphify-out/\n├── graph.html open in any browser — click nodes, filter, search\n├── GRAPH_REPORT.md highlights: key concepts, surprising connections, suggested questions\n└── graph.json full graph — query it anytime without re-reading your files\n```\n\n**Works in** Claude Code, Cursor, Codex, Gemini CLI, GitHub Copilot, and 15+ more — [pick your platform](#…

Bash input={"command":"gh repository view Graphify-Labs/graphify 2>&1 | head -50","description":"Check if Graphify-Labs/graphify repository exists on GitHub"} output={"stdout":"name:\tGraphify-Labs/graphify\ndescription:\tTurn any codebase, with its documentation, SQL schemas, configs, and PDFs, into queryable knowledge graph. /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.\n--\n<p align=\"center\">\n < href=\"https://graphify.com\"><img src=\"https://raw.githubusercontent.com/Graphify-Labs/graphify/v8/docs/logo.png\" width=\"300\" height=\"140\" alt=\"Graphify\"/></a>\n</p>…

ToolSearch input={"query":"select:WebFetch,WebSearch","max_results":5} output={"matches":["WebFetch","WebSearch"],"query":"select:WebFetch,WebSearch","total_deferred_tools":86}

Bash input={"command":"git status && echo \"---\" && ls -la | grep -i knowledge && echo \"---\" && find. -maxdepth 1 -iname \"knowledge-graph*\"","description":"Check git status and existing knowledge graph files"} output={"stdout":"On branch master\nYour branch is up to date with 'origin/master'.\n\nnothing to commit, working tree clean\n---\n-rw-r--r-- 1 root root 28262 Aug 28 15:37 knowledge-graph.index.yaml\n-rw-r--r-- 1 root root 3217942 Aug 28 15:37 knowledge-graph.yaml\n---\n./knowledge-graph.index.yaml\n./knowledge-graph.yaml","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

i want compare knowledge graph quality between graph that generated by beehive knowledge graph skill vs graphify https://github.com/Graphify-Labs/graphify for this repository, do comparison for that