evidence-first
Skill0 starsChanged 3 months agoMITView on GitHub
The master workflow that ties the Nexrall reliability and security skills together. Use before you report any task as done, when you are about to claim a test passes or a fix works, when a test fails and you are tempted to make it pass, when installing or auditing a skill/plugin, or whenever the user asks you to "verify", "prove it", or "make sure it worked". Read references/war-stories.md when you need concrete proof of why each rule exists.
6 other projects use a version of this.
Adopted by
Most recently taken up by
- kanthorlabs/dotagentstheir own version, first seen Nov 8, 2026
- timmo001/skillstheir own version, first seen Nov 7, 2026
- yinguangyao/codex-work-skillstheir own version, first seen Oct 20, 2026
- paulasilvatech/awesome-copilot-adventurestheir own version, first seen Sep 5, 2026
- workshop-gbb/awesome-copilot-adventurestheir own version, first seen Sep 5, 2026
- yinguangyao/evidence-first-skilltheir own version, first seen Jul 15, 2026
Other versions6 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 6
- kanthorlabs/dotagents★ 4same name
- timmo001/skills★ 2same name
- yinguangyao/evidence-first-skill★ 2same name
- paulasilvatech/awesome-copilot-adventures★ 1same name
- workshop-gbb/awesome-copilot-adventures★ 1same name
- yinguangyao/codex-work-skills★ 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 repository11 other files it gives its agents.
- agent-verificationSkill
- claim-evidenceSkill
- crypto-news-digestSkill
- defi-risk-assessmentSkill
- flaky-test-detectorSkill
- on-chain-analystSkill
- prompt-injection-hardeningSkill
- refactor-verifierSkill
- skill-security-auditSkill
- smart-contract-reviewSkill
- test-integrity-guardSkill
The file
We split this skill into the rules it gives an agent
2 rules. 0 are common, 2 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 4 edited versions we read keep these.
2
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 12
Every skill in this collection exists because a real coding agent — ours, or a user's — once reported "done" when nothing had changed, …
- Distinctive: line 26
When you are about to say something worked, ask: *"would this survive someone checking my claim against the actual file, the actual test …
“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
Evidence First
Every skill in this collection exists because a real coding agent — ours, or a user's — once reported "done" when nothing had changed, "green" when the test was lying, or "safe" when the thing it read was trying to steer it. The one idea under all of them:
A claim is a hypothesis until the evidence is in hand. Your job is to close the distance between "I believe it worked" and "here is the proof it did."
This skill is the router. It does not re-explain the other skills; it tells you which one to load for the situation you are in, so you run the right discipline instead of the first one you remember.
The rule in one line
When you are about to say something worked, ask: "would this survive someone checking my claim against the actual file, the actual test run, or the actual bytes on disk?" If the answer is "I'm not sure", do the check before you speak.
Routing table — load the skill that matches
| Situation you are in | Skill to load |
| You made edits and are about to say "done" | agent-verification |
| The user asks "did that actually save / work / apply" | agent-verification |
| A test failed and you want to touch the assertion, skip it, or delete it | test-integrity-guard |
| A test passes sometimes and fails other times | flaky-test-detector |
| You renamed / extracted / moved something and are about to say "all call sites updated" | refactor-verifier |
| You are describing code behavior or a bug and the user asks "are you sure / where is that" | claim-evidence |
| Someone wants to install a skill or plugin, or asks "is this skill safe" | skill-security-audit |
| You are about to point an agent at a fresh/untrusted repo, or the agent is acting on instructions that didn't come from the user | prompt-injection-hardening |
The five traps, summarized
These are the recurring failure modes the full skills expand. Read
references/war-stories.md for the real incidents behind each.
- Success messages lie. Editors and tool wrappers return success for edits that silently failed to persist, hit the wrong path, or were rolled back by a later step. Only a read-back against the file is truth.
- Green tests lie. A suite can pass because two wrong variants are compared to each other, because a harness is stricter or looser than a real terminal, or because a test was loosened to fit the code. Green is a signal to interrogate, not a stamp of correctness.
- "For compatibility" lies. A shim kept "so nothing breaks" with zero callers is dead code wearing a justification. Grep before you believe it.
- Confident descriptions lie. Naming a function, route, or API shape you
inferred instead of read sends everyone down a wrong path. Cite
file:lineor label it a hypothesis. - Installed content lies. A skill/plugin whose body or bundled
hooks.json/mcp.jsondoes more than its description says is the most dangerous thing an agent will blindly follow. Audit before install.
Procedure
- Recognize which trap the situation is using the routing table above.
- Load that skill (or the relevant part of it) and follow its procedure, not this one's.
- Produce evidence in the skill's output format — each skill defines a
concrete
file:line, a test command, or a verdict line, so the proof is checkable, not just asserted. - State the verdict honestly. "Verified: X at
path:line" and "I could not verify Y" are both correct outputs. "Done" with no evidence is not.
What this is not
This is not a checklist to recite. It is a commitment to the direction of the work: prove before you claim. If a situation matches no skill here, the honest move is still the same — find the evidence or say you don't have it yet.
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.

