verify-gate
Skill73 starsChanged 3 months agoMITView on GitHub
Treat research results and model knowledge as drafts until verified. Use when researching, quoting numbers or sources, recording knowledge as fact, or before declaring a task successful.
7 other projects use a version of this.
Adopted by
Most recently taken up by
- kuhlman-labs/fishhawktheir own version, first seen Oct 31, 2026
- Ces107/agent-forgetheir own version, first seen Oct 25, 2026
- Jaxsbr/sabstheir own version, first seen Oct 20, 2026
- feelthefusion/skill-starter-kittheir own version, first seen Oct 13, 2026
- limoaCatherine/game-studio-harnesstheir own version, first seen Sep 20, 2026
- piprail/piprailtheir own version, first seen Jun 10, 2026
Other versions7 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 7
- pskoett/pskoett-ai-skills★ 327same name
- kuhlman-labs/fishhawk★ 9same name
- piprail/piprail★ 9same name
- limoaCatherine/game-studio-harness★ 4same name
- Ces107/agent-forge★ 0same name
- feelthefusion/skill-starter-kit★ 0same name
- Jaxsbr/sabs★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository15 other files it gives its agents.
- brain-initSkill
- checkpointSkill
- decision-ledgerSkill
- doctorSkill
- goalSkill
- knowledge-baseSkill
- pinSkill
- proof-standardSkill
- recallSkill
- rehearsalSkill
- reportSkill
- researcherSkill
- scheduleSkill
- setupSkill
- skill-forgeSkill
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 0 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 4 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 30
Write the gate's result down where the claim lives — what was argued against it, which sources were opened, what survived.
“Common” is measured: kept by at least 6 in 10 of the 4 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Verify gate
Everything you know and everything you find is a draft until it passes this gate. The failure mode this prevents: plausible statements hardening into "facts" through repetition.
Labels — attach one to every claim
| Label | Meaning | Allowed use |
confirmed | Passed the gate below | May be stated as fact |
observed | You (or a tool run) directly saw it happen, single instance | State with "observed on <date>" |
assumed | Inference; plausible but unverified | Must carry the label in-text |
hearsay | A source said it; no primary source seen | Must name the source |
unknown | No basis | Say "unknown" — never fill the gap |
Unlabeled claims must not be presented as fact — in chat, in documents, in code comments, anywhere.
The gate (required before confirmed)
- Refute first. Actively search for evidence against the claim before collecting support.
- Primary sources, ≥2, independent, named. A blog quoting a blog is one source, not two.
- Sample size stated. n=1 is an anecdote — label it
observed, notconfirmed. - Limits stated. Where does the claim not hold?
- Date stamped. Verified knowledge expires — re-verify anything older than 90 days before relying on it.
Write the gate's result down where the claim lives — what was argued against it, which sources were opened, what survived. A confirmed label with no retrievable record is assumed wearing a badge.
Second-model verification (optional, recommended)
Different vendors have different blind spots. If the project has .claude/ballast.verifier.json (this skill reads it — the rules hook does not; a copy-ready example ships in the ballast repo at rules/ballast.verifier.example.json):
{ "command": "your-verifier-cli --check" }run that command with the claim as its final argument, and weigh its refutation before confirming. Without an external verifier, you may still reach confirmed — but only via primary sources you actually opened, and note (self-gated) next to the label.
Health-check the verifier. The first time a session leans on it, confirm the command actually runs. If it fails, say so once and proceed (self-gated) — a configured verifier that silently never ran is the worst outcome, because the label implies a scrutiny that never happened.
Two things to get right when reading what comes back:
- An empty, truncated, or off-topic reply counts as a failed run, not a pass — say so and fall back to
(self-gated). - A refutation is rarely all-or-nothing: read the per-claim verdicts and any restatement the verifier proposes, and confirm the narrowed wording rather than rejecting the whole claim.
Success is also a claim
"Task done" passes the same gate: verify the thing actually happened (file exists, test passes, output is correct) before reporting success. An enthusiastic user reaction is sense-data, not verification — log it as a hypothesis and design a check.
Part of ballast — foundations first, every solved path kept, done means checks pass.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

