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FlowBack

PyPI version PyPI downloads

Pick up exactly where you left off.

FlowBack is a developer productivity tool that saves your coding context before a break and brings you back up to speed instantly when you return. It tracks errors across projects, detects recurring patterns, and visualizes skill gaps — all from your terminal.


How it works

Before break          After break           When errors hit
─────────────         ────────────          ────────────────
flowback pause        flowback resume       flowback error "..."
      │                     │                      │
      ▼                     ▼                      ▼
Scans recently      Shows per-project       Root cause + fix
modified files      AI briefing:            steps. Detects if
across projects     goal, stuck point,      you're hitting the
                    next 3 steps, tags      same error again

Install

pip install flowback

Requires Python 3.10+. On macOS, if pip is not found or you see "no matching distribution", use Homebrew Python:

python3.11 -m pip install flowback

Then create ~/.flowback/.env with your LLM API key. FlowBack works with any provider via litellm:

Google Gemini (free tier available — recommended)

LLM_MODEL=gemini/gemini-2.5-flash
LLM_API_KEY=your_gemini_key

→ Get a free key at aistudio.google.com

OpenAI

LLM_MODEL=gpt-4o
LLM_API_KEY=your_openai_key

Anthropic Claude

LLM_MODEL=claude-3-5-sonnet-20241022
LLM_API_KEY=your_anthropic_key

Groq (fast + free tier)

LLM_MODEL=groq/llama-3.1-70b-versatile
LLM_API_KEY=your_groq_key

Ollama (fully local — no API key needed)

LLM_MODEL=ollama/llama3
LLM_API_BASE=http://localhost:11434

That's it. No server to run. Works from any terminal.


CLI Usage

flowback pause — save context before stepping away

flowback pause ~/projects/myapp
flowback pause ~/projects/myapp ~/projects/other     # multiple projects at once
flowback pause ~/projects/myapp --note "debugging auth middleware, getting 401s"

flowback resume — pick up where you left off

flowback resume          # latest session
flowback resume --all    # all past sessions

Each project gets its own AI briefing:

─────────────── Session #18  2026-03-15 11:49  ───────────────

╭─ fashio-ai — Goal ──────────────────────────────────────────╮
│ Building AI-powered fashion virtual try-on with image       │
│ processing and Supabase storage integration.                │
╰─────────────────────────────────────────────────────────────╯
╭─ Stuck point ───────────────────────────────────────────────╮
│ Client-side cropped images not returning public URLs        │
│ from Supabase for AI service consumption.                   │
╰─────────────────────────────────────────────────────────────╯
╭─ Next steps ────────────────────────────────────────────────╮
│ 1. Debug ensurePublicUrl in src/lib/ai-service.ts           │
│ 2. Add error logging to upload pipeline                     │
│ 3. Test with small static images first                      │
╰─────────────────────────────────────────────────────────────╯
  #file-upload  #supabase-storage  #api-integration

flowback error — track errors and break loops

# Paste an error directly
flowback error "TypeError: Cannot read properties of undefined"

# Pipe from any command
npm run build 2>&1 | flowback error
python manage.py migrate 2>&1 | flowback error

# See all tracked errors with occurrence counts
flowback errors
Occurrences Response
1st time Root cause + 3 fix steps + prevention tip
2nd time ⚠ "Seen twice — watch this pattern"
3rd+ time 🔁 "You're in a loop!" + tailored break-the-loop advice

flowback graph — visualize skill gaps

flowback graph

Generates a self-contained HTML file and opens it in your browser — no server needed. Shows a force-directed graph of your errors, the projects they appeared in, and the skill areas they involve.

graph TD
    classDef error fill:#ef4444,color:#fff,stroke:#dc2626
    classDef project fill:#3b82f6,color:#fff,stroke:#2563eb
    classDef tag fill:#a855f7,color:#fff,stroke:#9333ea

    E1("TypeError ×4"):::error --- P1("fashio-ai"):::project
    E1 --- P2("flowBack"):::project
    E1 --- T1("#null-check"):::tag

    E2("401 Unauthorized ×3"):::error --- P1
    E2 --- T2("#auth-token"):::tag

    E3("CORS Error ×2"):::error --- P2
    E3 --- T2
    E3 --- T3("#api-integration"):::tag

    E4("ModuleNotFoundError ×1"):::error --- P2
    E4 --- T4("#dependency"):::tag
Loading
Node Color Meaning
Error 🔴 Red A unique error type — size = how many times you've hit it
Project 🔵 Blue A project where errors occurred
Skill tag 🟣 Purple A skill area extracted from errors — size = how often it's involved
  • Large red node → recurring error, fix it properly
  • Red node linked to multiple blue nodes → cross-cutting knowledge gap, not project-specific
  • Large purple node → skill area to study

flowback tags — browse skill tags

flowback tags

Claude Code — MCP Integration

Connect FlowBack directly to Claude Code. Your context, errors, and skill gaps become Claude tools — available through natural language, no commands needed.

Setup

# Register with Claude Code (one time, after installing)
claude mcp add flowback flowback-mcp

Tools

Tool What it does
resume Returns your last briefing so Claude has full context at session start
pause Scans project folders and saves context
track_error Analyzes an error, returns root cause + fix, detects loops
skill_gaps Returns recurring patterns and skill areas to strengthen

Example prompts in Claude Code

"Resume my context from yesterday"
"I'm getting this error — track it and tell me the fix: [paste error]"
"What skill gaps am I building up?"
"Save my context for ~/projects/myapp before I take a break"

Claude calls the right tool automatically and returns the analysis inline.


Web UI (optional)

A React/Vite browser interface is included for those who prefer a visual workflow. Requires both servers running.

# Terminal 1 — API server
cd backend
pip install -r requirements.txt
uvicorn main:app --reload        # http://localhost:8000

# Terminal 2 — frontend
cd frontend
npm install
npm run dev                      # http://localhost:5173

Three tabs: Pause · Resume · Graph


Project structure

FlowBack/
├── flowback/
│   ├── cli.py          # CLI commands
│   ├── mcp_server.py   # Claude Code MCP tools
│   ├── capture.py      # file scanner
│   ├── database.py     # SQLite (~/.flowback/history.db)
│   ├── llm.py          # multi-provider LLM integration (litellm)
│   └── models.py       # Pydantic models
├── backend/
│   └── main.py         # FastAPI server (web UI only)
├── frontend/           # React/Vite web UI (optional)
└── pyproject.toml

Stack

Layer Technology
AI Any provider via litellm (Gemini, OpenAI, Claude, Groq, Ollama…)
CLI Python, Typer, Rich
Graph force-graph.js (self-contained HTML)
Storage SQLite (~/.flowback/history.db)
MCP Anthropic MCP SDK
Web UI (optional) FastAPI, React 18, Vite, Tailwind CSS

Notes

  • All data stays local — the only thing that leaves your machine is file snippets sent to your configured LLM. With Ollama, nothing leaves your machine at all.
  • Scans up to 5 recently modified files per folder within the last 2 hours, skipping binaries, node_modules, .git, and build output.
  • History is stored at ~/.flowback/history.db — shared between the CLI, MCP server, and web UI.
  • The Choose folder button in the web UI is macOS-only (osascript). On other platforms type the path manually.

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