Anchor repro
Forcing-function skills for AI agents — validated to improve behavior, not just change it.
npx -y skills add lynxlangya/techne --skill anchor-reproAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
What its author says it does
Copied from the file, not written here
Reproduce a behavioral bug before fixing it, record the failing probe, and verify the fix with the same probe. Use for bug reports, failing tests, crashes, hangs, regressions, wrong output, and observable behavior that should change.
SKILL.md
4.6 KB, as published. Nobody here has run it
anchor-repro
Force the skipped move in debugging: observe the bug before editing, then prove the fix with the same observation.
Trigger Check
Use this skill when the task is to correct observable behavior that is currently wrong: a failing test, error message, stack trace, regression, crash, hang, wrong return value, wrong render, or "X does Y; it should do Z."
Do not use it for new features, refactors, renames, formatting, docs/copy changes, dependency bumps without a behavioral symptom, or performance work without a measurable probe.
Boundary test: can the wrongness be written as "running X currently produces Y; it should produce Z"? If yes, use this skill and make X the probe seed. If the statement cannot be formed from current information, ask for or find the missing observation before editing.
Forced Procedure
- Capture the symptom and stable anchor. Choose the most stable literal
substring of the observable symptom for
--expect. Omit heap addresses, PIDs, timestamps, temp paths, and wrapped fragments. Use--expectwhenever the symptom has stable text. If no stable text exists,--no-stable-expectis the honest fallback, not an unanchored run; do not use it when stable textual output exists. - Locate, then probe. Read enough code to place the behavior. Pick the
smallest CLI probe that exercises the reported symptom. In workspaces or
monorepos, run from the package with
--cwd <package-dir>, not with acd ... &&convention. If required environment changes matter, encode them inside--shellas one quoted command string such as'VAR=... command'; inherited environment changes are not part of probe identity in v1. - Demonstrate. Run the probe through
scripts/repro_ledger.py run --project <root> --bug <slug> ... -- <command>. Read the failing output and confirm it fails for the reported reason: mechanically,expectMatchedshould be true when--expectwas supplied; procedurally, inspect the tail/context instead of trusting an exit code. - Diagnose against the probe. Test hypotheses with discriminating runs before stacking edits. If a better probe is needed, the new probe starts a new fail -> pass cycle and must be observed failing too.
- Fix.
- Verify with the identical probe identity. Re-run the same execution mode,
argv vector or shell string,
--cwd, and--timeout. Then runscripts/repro_ledger.py close --project <root> --bug <slug>. - Promote when possible. If the target repo has a test suite, promote the probe into a committed regression test. This is encouraged, not a gate.
- Report. Cite the
closeJSON, cite the first repro entry's git evidence, name the strength rung fromreference.md, and carryspeculativewhen the ledger took an unreproduced path.
Ledger Usage
Run and record a probe:
python3 skills/anchor-repro/scripts/repro_ledger.py run \
--project /path/to/project \
--bug login-crash \
--cwd packages/app \
--expect "TypeError: cannot read" \
--timeout 60 \
-- npm test -- login.test.ts
Verify after the fix:
python3 skills/anchor-repro/scripts/repro_ledger.py run \
--project /path/to/project \
--bug login-crash \
--cwd packages/app \
--expect "TypeError: cannot read" \
--timeout 60 \
-- npm test -- login.test.ts
python3 skills/anchor-repro/scripts/repro_ledger.py close \
--project /path/to/project \
--bug login-crash
Mark an honestly speculative fix only when reproduction is impossible:
python3 skills/anchor-repro/scripts/repro_ledger.py mark-unreproduced \
--project /path/to/project \
--bug customer-only-crash \
--no-probe-possible \
--reason "Requires customer-only data and credentials unavailable in this environment"
The ledger writes target-project artifacts under .techne/repro/ and
idempotently adds .techne/ to the target project's .gitignore. Do not commit
.techne/ output.
Stop Conditions
- Stop before editing if you have not run a failing probe or recorded an
explicit
mark-unreproducedpath. - Stop if a failing run does not match the reported symptom; a hollow failure is not a reproduction.
- Stop if a passing post-fix run uses a different identity; changed probes need their own fail -> pass cycle.
- Stop before claiming a non-speculative fix if
closedoes not exit 0 with a verified same-probe summary.