60,077 messages across 6727 sessions | 2025-12-19 to 2026-02-16
At a Glance
What's working: You've built a genuinely sophisticated frontend workflow — using Chrome DevTools screenshots to visually verify changes rather than trusting code alone, and leveraging parallel Task agents to resolve merge conflicts across many files at once. Your strongest sessions are full-stack feature implementations where you scope a detailed plan and guide Claude through backend and frontend changes end-to-end, like your acceptance rate metrics work. Impressive Things You Did →
What's hindering you: On Claude's side, it frequently starts working in the wrong file, component, or even repository, and it tends to over-plan with verbose explanations when you just need a quick change — you've had to interrupt it to demand brevity multiple times. On your side, a striking number of sessions end before any meaningful change lands, which suggests tasks may need to be scoped more tightly upfront, and giving Claude explicit file paths or component names when you already know the target would eliminate a lot of wasted exploration. Where Things Go Wrong →
Quick wins to try: Try setting up hooks to automatically run your linter or tests after Claude makes edits — this would catch issues like the 'overflow not actually fixed' problem before you even look at a screenshot. You could also create custom slash commands for your most repeated workflows (like merge conflict resolution or CI test fixes) so Claude starts with the right context and approach every time instead of exploring from scratch. Features to Try →
Ambitious workflows: As models get more capable, your screenshot-heavy UI workflow is perfectly positioned to become fully autonomous — imagine Claude looping through fix → screenshot → compare → fix until the visual output actually matches, rather than falsely claiming a fix worked. Similarly, your CI test failures could become self-healing: Claude running fix-test-fix cycles in headless mode until all tests pass and auto-committing, turning what are currently interrupted half-sessions into completed tickets you review in the morning. On the Horizon →
60,077
Messages
+1,587,957/-965,818
Lines
18822
Files
35
Days
1716.5
Msgs/Day
What You Work On
UI Bug Fixes & Styling~5 sessions
Fixing UI issues including mobile overflow problems, button styling, skeleton loaders, description line-wrapping, and banner styling to match main branch. Claude Code was used to locate components via Grep/Read, make CSS and TypeScript edits, and verify changes with Chrome DevTools screenshots, though several sessions ended before full resolution.
Resolving merge conflicts across heavily diverged branches, rebasing PRs, and understanding lost PR changes. Claude Code used parallel Task agents to resolve conflicts across 9+ files simultaneously, diagnosed git history issues, and helped reapply changes on new branches. This was one of the highest-value use cases with essential helpfulness ratings.
Agent Sharing & Feature Implementation~4 sessions
Building and refining features around shared agent pages, including acceptance rate metrics, share page aggregation, public agent visibility restrictions, and button behavior changes for signed-out users. Claude Code handled multi-file backend and frontend changes across TypeScript components, successfully implementing detailed cross-stack plans including database backfills.
Testing & CI Pipeline~3 sessions
Fixing failing CI tests, debugging narrative parsing test failures caused by greedy regex patterns, and setting up local testing configurations. Claude Code identified root causes like double-counting bugs in workflow methods and regex issues, committed fixes, and provided local testing guidance, though some sessions ended before full completion.
Analytics & PostHog Funnel Planning~2 sessions
Planning PostHog funnels to track agent sharing and installation flows, and incorporating new onboarding steps from PRs into funnel definitions. Claude Code analyzed existing tracking code and provided funnel design recommendations, though the user had to interrupt overly verbose responses to get concise, actionable answers.
What You Wanted
Ui Bug Fix
86
Fix And Commit Tests
85
Local Testing Configuration
85
Merge Conflict Resolution
79
Layout Adjustment
43
Git Operations
41
Top Tools Used
Read
74148
Edit
69100
Bash
44387
Grep
35668
Glob
8117
Write
4179
Languages
TypeScript
139754
CSS
2216
Markdown
1900
JavaScript
936
JSON
531
HTML
275
Session Types
Single Task
201
Iterative Refinement
182
Multi Task
8
How You Use Claude Code
You are an extremely high-volume Claude Code user — nearly 6,700 sessions over roughly two months — working almost exclusively in a large TypeScript codebase focused on UI, agents, and frontend infrastructure. Your interaction style is best characterized as rapid-fire and interrupt-heavy. Many of your sessions end prematurely, with Claude still in the exploration or planning phase when you move on. You frequently cancel sessions before completion, pivot mid-approach when things aren't working (e.g., abandoning inline merge conflict resolution for a rebranch strategy), and interrupt Claude when it becomes overly verbose. This suggests you're using Claude Code as a high-throughput exploration tool rather than waiting for polished, complete answers — you'd rather kick off a task, gauge direction quickly, and course-correct or restart than invest in a single long session.
Your goals heavily cluster around bug fixes, styling adjustments, test fixes, merge conflicts, and git operations — the bread and butter of active feature development on a fast-moving team. With 563 commits across this period, you're shipping constantly. The friction data reveals a recurring pattern: Claude frequently starts in the wrong place (wrong component, wrong repo, wrong approach), and you're quick to redirect or abandon. Your dissatisfaction rate is notably high (125 dissatisfied vs 95 likely satisfied), driven largely by buggy code output (129 instances) and wrong approaches (122 instances). Despite this, Claude's debugging capabilities (111 successes) and multi-file change handling (80 successes) clearly deliver value — you lean on Claude heavily for navigating and modifying code across many files, as evidenced by the massive Read (74K) and Edit (69K) tool usage. The 3,449 screenshot captures via Chrome DevTools MCP suggest you're doing significant visual verification loops, likely for the UI bug fixes and styling work that dominate your task list. Your only "fully achieved" outcome came from a detailed, well-specified implementation plan — hinting that when you invest in upfront specification, results improve dramatically, but your default mode is to iterate fast and accept partial outcomes.
Key pattern: You use Claude Code as a high-throughput, interrupt-driven exploration tool — launching many short sessions, redirecting quickly when Claude goes off-track, and optimizing for rapid iteration over session completeness.
User Response Time Distribution
2-10s
6616
10-30s
9900
30s-1m
7947
1-2m
5991
2-5m
4952
5-15m
1659
>15m
1018
Median: 35.9s • Average: 119.2s
Multi-Clauding (Parallel Sessions)
270
Overlap Events
269
Sessions Involved
3%
Of Messages
You run multiple Claude Code sessions simultaneously. Multi-clauding is detected when sessions
overlap in time, suggesting parallel workflows.
User Messages by Time of Day
Morning (6-12)
7984
Afternoon (12-18)
31224
Evening (18-24)
20853
Night (0-6)
16
Tool Errors Encountered
Command Failed
4627
Other
4475
File Not Found
2005
User Rejected
1156
File Changed
605
Edit Failed
591
Impressive Things You Did
You're a power user running thousands of sessions on a large TypeScript codebase, heavily leveraging Claude for debugging, UI fixes, merge conflict resolution, and cross-file refactoring.
Parallel Merge Conflict Resolution
You effectively use Claude's Task tool with parallel agents to resolve merge conflicts across numerous files simultaneously. In one session, you resolved conflicts across 9 files in a single workflow, demonstrating a strong instinct for when to let Claude handle tedious git operations at scale rather than doing them manually.
Visual Debugging with Screenshots
You've deeply integrated the Chrome DevTools MCP screenshot tool into your workflow, with over 3,400 screenshot captures showing you consistently verify UI changes visually rather than trusting code alone. This tight feedback loop between code edits and visual confirmation is a sophisticated approach to frontend development with an AI assistant.
Full-Stack Feature Implementation
Your most successful session involved implementing a complex plan spanning backend metrics changes and frontend share page aggregation, including debugging a missing dev data issue along the way. You show a strong ability to scope detailed multi-file plans and guide Claude through end-to-end feature work across the entire stack.
What Helped Most (Claude's Capabilities)
Good Debugging
111
Multi-file Changes
80
Correct Code Edits
30
Proactive Help
15
Good Explanations
13
Fast/Accurate Search
7
Outcomes
Not Achieved
52
Partially Achieved
107
Mostly Achieved
147
Fully Achieved
1
Unclear
84
Where Things Go Wrong
Your sessions are plagued by premature endings, incorrect initial targeting of components or repositories, and Claude producing verbose plans instead of actionable changes.
Sessions ending before meaningful work is completed
A large number of your sessions terminate before Claude finishes implementing changes, leaving you with partial or zero progress. This may be caused by session timeouts, interruptions, or overly long exploration phases — consider breaking tasks into smaller, more explicit steps so Claude can deliver a complete change within a single session.
You asked to replace ghost buttons with a skeleton loader, but the session ended before Claude even found the correct component, resulting in no changes at all.
You asked Claude to confirm 'Use agent' button behavior and add a success toast, but the session ended after Claude only began reading the code — no implementation was started.
Claude targeting the wrong component, file, or repository
Claude frequently starts working in the wrong location — searching the wrong repo, editing the wrong component, or misidentifying the relevant code — wasting your time and requiring manual redirection. Providing explicit file paths or component names upfront would help Claude lock onto the correct target immediately.
You asked to modify a curl command in a skill file, but Claude searched the wrong repository entirely and never found the file, forcing you to interrupt and redirect it to the correct directory.
You pointed Claude at a PR review sidebar shown in a screenshot, but it initially looked at the onboarding wizard component instead, delaying progress on the actual fix.
Verbose planning and exploration instead of direct implementation
Claude tends to over-elaborate with lengthy plans, multiple plan-mode cycles, and extended code exploration when you need concise answers or immediate code changes. You've had to interrupt Claude to demand brevity — consider prompting with explicit instructions like 'skip the plan, just make the change' to reduce this overhead.
You asked about a PostHog funnel approach and Claude produced overly verbose plans with multiple plan-mode exits, forcing you to interrupt and explicitly ask for a concise answer.
You asked Claude to restrict public agent visibility, but it spent the entire session in a planning and exploration phase without making any actual code changes before you interrupted.
Primary Friction Types
Buggy Code
129
Wrong Approach
122
Excessive Changes
13
Misunderstood Request
13
Inferred Satisfaction (model-estimated)
Dissatisfied
125
Likely Satisfied
95
Existing CC Features to Try
Suggested CLAUDE.md Additions
Just copy this into Claude Code to add it to your CLAUDE.md.
Multiple sessions showed Claude looking at the wrong component (e.g., onboarding wizard instead of PR review sidebar), wasting time and requiring user correction.
Sessions showed Claude over-elaborating with verbose plans when users wanted quick answers, forcing them to interrupt and ask for brevity.
Claude claimed overflow was fixed and 'verified via screenshot' but the user reported it was still overflowing - indicating superficial verification rather than critical evaluation.
Multiple merge conflict sessions showed the inline approach was too tedious for heavily diverged branches, with users having to suggest the rebranching approach themselves.
Claude searched the wrong repository in at least one session, wasting the entire session without making any changes.
Just copy this into Claude Code and it'll set it up for you.
Hooks
Shell commands that auto-run at specific lifecycle events like after edits or before commits.
Why for you: Your top friction is buggy_code (129 instances) and wrong_approach (122). A post-edit hook that auto-runs type checking and linting would catch bugs immediately instead of discovering them later. This also addresses the failed 'cn check' session where Claude couldn't run the right command - a hook would standardize it.
// Add to .claude/settings.json
{
"hooks": {
"postEditFile": {
"command": "npx tsc --noEmit --pretty 2>&1 | head -20",
"description": "Type-check after every file edit"
},
"preCommit": {
"command": "npm run lint -- --quiet && npm run test -- --bail --passWithNoTests",
"description": "Lint and run tests before every commit"
}
}
}
Custom Skills
Reusable markdown prompts that run with a single /command.
Why for you: You already use a Clawsights skill (3+ sessions) and have repetitive workflows like merge conflict resolution (79 sessions), fix-and-commit-tests (85 sessions), and git operations (41 sessions). Custom skills for these would eliminate repeated setup and wrong approaches.
# Create .claude/skills/resolve-conflicts/SKILL.md
---
description: Resolve merge conflicts intelligently
---
1. Run `git status` to identify conflicting files
2. Count conflicting files. If >5 or branches heavily diverged, suggest rebranching off main.
3. If rebranching: create new branch from main, cherry-pick or reapply changes from the feature branch.
4. If resolving inline: use Task agents in parallel for independent file conflicts.
5. Run `npx tsc --noEmit` after resolution to verify no type errors.
6. Commit with message: "resolve merge conflicts with main"
Headless Mode
Run Claude non-interactively from scripts and CI/CD.
Why for you: With 85 sessions on fix_and_commit_tests and 85 on local_testing_configuration, you're spending a lot of time on test fixes. Many sessions end before completion (52 not_achieved, 107 partially_achieved). A headless script could handle routine test fixes automatically, and you could run it in the background while doing other work.
# Save as scripts/fix-tests.sh
#!/bin/bash
claude -p "Run the test suite with 'npm test'. For any failing tests, read the test file and the source file it tests, then fix the root cause. After fixing, re-run tests to confirm they pass. Commit with message 'fix: resolve failing tests'." \
--allowedTools "Read,Edit,Bash,Grep,Glob" \
--max-turns 30
New Ways to Use Claude Code
Just copy this into Claude Code and it'll walk you through it.
Sessions dying before completion
Break large tasks into explicit checkpoints to avoid losing progress in interrupted sessions.
A striking pattern: 52 sessions not_achieved, 107 partially_achieved, and 84 unclear. Many session summaries end with 'session ended before completion.' This suggests either timeout issues, accidental interruptions, or tasks that are too large for a single session. By framing requests with explicit milestones (e.g., 'Step 1: find the file. Step 2: make the change. Step 3: verify with screenshot'), you create natural save points and can resume more easily.
Paste into Claude Code:
Break this into steps and confirm with me after each step before proceeding: 1) Find the relevant files 2) Show me your proposed changes 3) Implement the changes 4) Verify with tests/screenshot
High dissatisfaction from wrong-component fixes
Always anchor UI tasks with the specific file path or component name when you know it.
Your top goals are UI-related (ui_bug_fix: 86, layout_adjustment: 43, ui_styling_fix: 40) but the top friction is buggy_code and wrong_approach. Multiple sessions show Claude exploring the wrong component tree. You're already using chrome-devtools screenshots (3,449 uses), which is great. The missing piece is pairing screenshots with explicit file paths when possible, so Claude doesn't waste exploration time.
Paste into Claude Code:
Fix the overflow issue in [specific-component.tsx at src/components/path/]. Take a screenshot after the fix and critically verify the issue is actually resolved - if it's not, iterate until it is.
Leverage Task agents for merge conflicts and multi-file changes
Explicitly request parallel Task agents for merge conflicts and multi-file refactors.
You already have 3,993 Task agent invocations and 79 merge conflict sessions. One successful session used 'parallel agents' across 9 files and was rated 'essential.' But other merge sessions were tedious with sequential conflict resolution. Consistently requesting parallel agents for independent file changes could dramatically speed up your most common workflows, especially given your multi_file_changes success rate (80 sessions).
Paste into Claude Code:
Resolve these merge conflicts using parallel Task agents - one agent per conflicting file. Each agent should read the file, understand both sides of the conflict, and resolve in favor of keeping both sets of changes where possible. After all agents complete, run type checking to verify.
On the Horizon
Your data reveals a TypeScript-heavy team running nearly 7,000 hours of Claude Code sessions, with strong debugging and multi-file editing capabilities but significant friction from wrong-approach starts, buggy outputs, and sessions ending before completion—pointing to massive gains possible through autonomous, test-driven, and parallelized workflows.
Autonomous Test-Driven Bug Fix Loops
With 85 test-fix sessions and 129 buggy-code friction events, your team is spending enormous time babysitting Claude through fix-test-fix cycles that should run autonomously. Claude Code can iterate against your test suite in a loop—writing a fix, running tests, reading failures, and refining—until all tests pass, then committing the result. This eliminates the pattern of sessions ending before fixes land and turns your CI failures into self-healing tickets.
Getting started: Use Claude Code's headless mode or the Task tool to spawn a background agent that runs your test suite, reads failures, edits code, and loops until green. Combine with git worktrees so it doesn't block your working directory.
Paste into Claude Code:
Find all failing tests by running `npm test -- --reporter=verbose`. For each failure: 1) Read the failing test to understand the expected behavior, 2) Read the source code being tested, 3) Identify the root cause, 4) Edit the source code to fix it (never modify the test unless it's clearly wrong), 5) Re-run that specific test to verify. Loop until all tests pass. After all tests are green, run the full suite once more to check for regressions, then create a single commit with a descriptive message summarizing all fixes. Do not ask me for input at any point—make your best judgment and keep going.
Parallel Agents for Merge Conflict Resolution
Merge conflict resolution is your 4th most common task (79 sessions), and your data already shows one stellar session where Claude resolved conflicts across 9 files using parallel agents. This pattern can become your default: spawning one sub-agent per conflicted file, each understanding the intent of both branches from PR descriptions and recent commits, resolving independently, then validating the combined result against your test suite. What currently takes tedious back-and-forth becomes a one-prompt operation.
Getting started: Use the Task tool to spawn parallel sub-agents—one per conflicted file—each with context about the PR's intent. Have a coordinating agent run tests after all conflicts are resolved and retry any files that cause failures.
Paste into Claude Code:
I have merge conflicts after rebasing onto main. Here's my approach: 1) Run `git diff --name-only --diff-filter=U` to list all conflicted files. 2) For each conflicted file, use the Task tool to spawn a parallel sub-agent with these instructions: 'Resolve merge conflicts in [filename]. Read the full file and both sides of each conflict. Check the git log for recent changes to understand intent. Favor the feature branch logic but incorporate any new main-branch refactors (renamed functions, new imports, updated types). Remove all conflict markers and ensure the file is valid TypeScript.' 3) After all sub-agents complete, run `npx tsc --noEmit` to check for type errors across the resolved files. 4) Run `npm test` to verify nothing is broken. 5) If any test fails, read the failure, identify which resolved file caused it, and fix it. 6) Stage all resolved files and commit with message 'resolve merge conflicts from rebase onto main'.
Screenshot-Driven Autonomous UI Fix Pipelines
You have 3,449 screenshot captures, 86 UI bug fix sessions, and 40 styling fix sessions—yet your satisfaction data shows heavy dissatisfaction, with Claude frequently looking at wrong components or claiming fixes that didn't actually work visually. An autonomous pipeline can take a screenshot, identify the visual discrepancy, make CSS/component changes, take another screenshot, and compare—looping until the visual output actually matches the spec. No more trusting Claude's claim that 'the overflow is fixed' when it isn't.
Getting started: Chain the mcp__chrome-devtools__take_screenshot tool with code edits in a verify loop. Provide a reference screenshot or detailed spec, and instruct Claude to compare its screenshot after each edit before declaring success.
Paste into Claude Code:
Fix the UI bug on the agents page where content overflows on mobile viewport. Follow this exact loop and do NOT skip the verification step: 1) Take a screenshot of the current page at 375px mobile width using the chrome devtools MCP tool. 2) Identify all visual issues—overflow, clipping, misalignment, incorrect spacing. Describe exactly what you see. 3) Read the relevant component files and CSS. Use the screenshot to identify the ACTUAL rendered component, not what you assume it is—check classnames visible in devtools if needed. 4) Make targeted CSS/component fixes. Prefer fixing overflow with overflow-hidden, max-width constraints, or flex-shrink rather than arbitrary width hacks. 5) Wait for hot reload, then take another screenshot at the same viewport width. 6) Compare the new screenshot against the issues identified in step 2. For EACH issue, explicitly state whether it is now fixed or still present. 7) If ANY issue remains, go back to step 3 and try a different approach. Do not repeat the same fix. 8) Only after ALL issues are visually confirmed fixed in a screenshot, commit with a message describing what was broken and how you fixed it. Be honest in your visual assessment—if something still looks off, keep iterating.
"Claude confidently declared a mobile overflow bug fixed, backed it up with a screenshot — and the user said it was still overflowing"
During a session fixing mobile layout issues on an agents page, Claude made CSS changes, took a screenshot to verify its own work, announced the fix was done — and the user had to break the news that the overflow was very much still there. The AI equivalent of saying 'works on my machine.'
