claude-fb-loops

claude-fb-loops

A privacy-preserving feedback co-author for Claude, plus the per-surface andorg-side pieces around it.

Partial proof of concept. One surface — the in-session Claude Code CLIco-author (/fb) — is built end-to-end and proven against the real, shipping/feedback command. The other surfaces are runnable reference designs (the gapcan only close on Anthropic's side) or queued builds, and a few claims are gatedon an empirical check not yet run. The honest per-surface ledger isSTATUS.md; the why is STRATEGY.md.

Claude Code's /feedback can attach the actual session — prompts, thinking, toolcalls, file contents — to a bug report. That transcript is also what stops peoplefrom sending it: it can contain secrets, PII, customer data, and proprietary code.The built-in redaction strips API keys only; everything else uploads verbatim and isretained for five years.

fb-assist works inside the session you're already in. It reads the transcript,helps you describe the bug, lets you decide what's private, and ships only what youconfirm — through Claude Code's real /feedback intake, non-destructively: it swaps asanitized copy onto disk for the submit, then restores your original byte-for-byte.

Demo (download-free, offline, ~2 seconds)

make demo

It plants a live-looking sk-ant-… key, an AKIA… key, a GitHub token, an email, anSSN, an IP, and an absolute path into a schema-faithful session — across a humanprompt, a Read file body, and a Bash stdout — then runs the flow:

[ BEFORE ]  the human turn as it sits on disk (secrets visible):
    I'm Marlene Vasquez and I build the Contoso API. While debugging I pasted my key
    sk-ant-api03-AAAA1111BBBB2222CCCC3333DDDD4444 and AWS AKIAZZ44QQ55WW66EE77 ...
    SSN 123-45-6789. The real bug: the /feedback flow keeps FREEZING on submit.

[ PREVIEW ]  the gate the user confirms before anything ships:
      INCLUDED : 8 records  (3,210 bytes)
      STRIPPED : 6 records redacted
        redacted : 1×ANTHROPIC_KEY, 1×AWS_ACCESS_KEY, 1×EMAIL_ADDRESS, 1×IP_ADDRESS, 1×US_SSN, 1×PERSON …

[ AFTER ]  the same turn in the sanitized bundle (values gone, meaning kept):
    I'm ‹PERSON› and I build the Contoso API. While debugging I pasted my key
    ‹ANTHROPIC_KEY› and ‹ORGANIZATION› ‹AWS_ACCESS_KEY› ... ‹US_SSN›. The real bug:
    the /feedback flow keeps FREEZING on submit.

[ RESTORE ]  original transcript back on disk after submit:
    during-swap on disk == sanitized bytes : True
    restored byte-exact (sha256 matches)   : True

RESULT: GREEN — fb-assist redacted the session end-to-end.

Every planted secret/PII/path is absent from the actual upload bytes, and the originalis restored byte-exact. Those guarantees come from a deterministic floor — regex +structural strips + a crash-safe swap-restore — so the demo runs on a bare interpreterwith no model downloads and no network. With the optional NER stack installed it alsomasks the person name; that pass is additive and never the gate.

Each surface has its own one-command demo (all offline, off built-in fixtures):make demo-api, or make demo-all for every surface at once.

Activate /fb in your own sessions

make setup      # one-time: install the packages + NER stack (heavy; see banner)
make install    # copies the /fb skill + registers the fb-assist MCP server (idempotent)
# restart Claude Code, then type /fb in any session

make install computes its own interpreter path and merges the fb-assist server into~/.claude.json (backing it up first) — no hand-editing. make uninstall reverses it.Details + the IDE/JetBrains story: fb-assist/RUNTIME.md.

How the integration works

The mechanism rests on one verified fact: /feedback reads the on-disk transcript atsubmit time, so rewriting that file before you submit changes what gets received. Thiswas confirmed three ways against the real, shipping command (full method indocs/verification.md):

• Filesystem (decisive): inotify caught /feedback OPEN→ACCESS→CLOSE on theon-disk past-session .jsonl; after redacting that same file in place, the nextgather read the redacted bytes from the same path. Same path, two different contents,both pulled into the bundle.
• Network: tcpdump captured the TLS submit; the submit returned a Feedback ID.
• Code: the binary's gather path corroborates both.

fb-assist therefore operates upstream of the real intake: it shapes the input theshipping tool already consumes. The swap is non-destructive and crash-safe — a durablejournal plus backups restore the original on the next run even after a hard killmid-submit.

Tests

make setup      # one-time: installs the NER stack + spaCy model (HEAVY — banner warns)
make test       # fb-assist + fb-os suites
make scrub-gate # asserts ZERO real personal data in tracked files

• The fb-assist tests cover the parser/extractors, the detector floor, the swap-restoresafety core (including a real os._exit mid-swap crash-recovery test), the two-layeregress gate over the actual upload bytes, the API SDK, and the reference intake.
• The large fixtures the suite runs on are fully synthetic and deterministic —generated at test time by fb-assist/tests/fixtures/generate_fixtures.py. No realClaude Code session, prompt, path, or credential ships in this repo; themake scrub-gate check (also a CI gate) enforces it.

Architecture

   transcripts.py            redact.py                     package.py
  ┌────────────────┐   ┌────────────────────┐   ┌──────────────────────────┐
  │ parse + 12     │   │ secrets (regex/    │   │ assemble (<1 MB budget)  │
  │ category       │──▶│ gitleaks/detect-   │──▶│ diff_preview (the gate)  │
  │ extractors +   │   │ secrets) + PII     │   │ swap_restore / recover   │
  │ locators       │   │ (presidio/GLiNER)  │   │ (crash-safe, byte-exact) │
  │ relevant_slice │   │ strip + mask +     │   │ begin/finish_swap        │
  │ redaction_map  │   │ leak_scan          │   │ (straddle a turn)        │
  └────────────────┘   └────────────────────┘   └──────────────────────────┘
        WHERE                  WHAT                        SHIP IT SAFELY
                composed by the in-session co-author (the /fb skill)

Heavy detectors are function-local and guarded, so the package degrades to a stdlibregex floor with no heavy deps installed — which is what makes make demo download-freeand offline.

Surfaces

One shared core, plugged into per entry point. The factor that picks the mechanism persurface is transcript locus — whether the conversation sits on the user's disk(rewriteable before send) or is referenced server-side.

Every surface emits the same effort-signal + artifact schema, so feedback from anyentry point lands in one triage queue with one quality bar.

License

Apache-2.0 (explicit patent grant). fb-assist is a best-effort redaction aid, not aguarantee — always review the preview before sending. Every dependency is permissive;AGPL trufflehog is invoked only as an optional pre-installed external binary, neverbundled or depended on (see NOTICE). Authored by Alex Harrison.