skills/factcheck-guard/SKILL.md
Use this skill when making any factual claim about the codebase — existence, absence, or behavior. Converts the claim-verification rule into a systematic action protocol that prevents false assertions from grep-only results.
npx skillsauth add vibeeval/vibecosystem factcheck-guardInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Prevents false claims about the codebase. Grep results are hypotheses, not proof. Every assertion about "what the code does" must be verified by reading the actual code.
An 80% false claim rate was observed when agents trusted grep results without reading files. The pattern repeats: grep finds a string, agent asserts behavior, behavior is wrong. This skill converts the claim-verification guidelines into an actionable protocol.
Every factual claim about the codebase MUST carry one of these markers:
| Marker | Meaning | Requirements | |--------|---------|-------------| | [VERIFIED] | Read the file, traced the logic | Must cite file:line | | [INFERRED] | Based on grep or file name | Must verify before asserting to others | | [UNCERTAIN] | Not yet checked | Must investigate before making the claim |
Never promote an [INFERRED] claim to a statement of fact. Never let [UNCERTAIN] appear in a response to the user — investigate first.
When asserting "X exists in the codebase":
Step 1 — Search (produces [INFERRED])
Grep/Glob for the pattern.
Result: "X appears at path/to/file.ts:42" [INFERRED]
Step 2 — Read the file (required to reach [VERIFIED])
Read path/to/file.ts, locate line 42.
Confirm the match is actual code, not a comment or string literal.
Step 3 — Check context
Is the code in a live code path, or inside a dead branch / disabled block?
Is it imported and actually used?
Does the function name match what you expected, or is it a different concept?
Step 4 — State the claim with citation
"Error handling exists at src/api/handler.ts:67 — try/catch wraps the database call" [VERIFIED]
When asserting "X does NOT exist" — absence claims are the most dangerous. A single missed search term invalidates the entire claim.
Step 1 — Primary search
Grep for the primary term. No results found.
Status: [INFERRED ABSENT] — not yet VERIFIED
Step 2 — Alternative terms (minimum 3)
Different naming conventions, abbreviations, synonyms.
Example: Searching for "rate limiting"
Try: "rateLimit", "rate_limit", "throttle", "throttling", "requestLimit", "limiter"
If any match: investigate that file before concluding
Step 3 — Check likely locations manually
Where would X logically live if it existed?
Read those files directly — grep may miss dynamically constructed patterns.
Example: Checking for auth middleware
Read: src/middleware/, app/middleware.ts, server.ts, app.ts
Even if grep found nothing, scan these files for auth-related logic.
Step 4 — Only then claim VERIFIED ABSENT
"Rate limiting does not exist. Searched: rateLimit, rate_limit, throttle, throttling,
requestLimit, limiter. Checked: src/middleware/index.ts, server.ts, app.ts. None found." [VERIFIED ABSENT]
When asserting "the system does X" — the most subtle failure mode. Finding a function name does not tell you what the function actually does.
Step 1 — Locate the function
Grep/Glob finds the function name.
Status: [INFERRED] — you know it exists, not what it does
Step 2 — Read the full function body
Read the file. Read the entire function, not just the signature.
Look for: branches, early returns, side effects, what it actually returns.
Step 3 — Trace the logic path
Follow the execution path relevant to your claim.
If the function calls other functions, read those too (one level deep minimum).
Check: what happens in the error path? What are the edge cases?
Step 4 — State behavior with evidence
"processPayment() validates card number via Luhn check (payment.ts:34),
then calls Stripe API (payment.ts:41), and on failure rolls back the DB
transaction (payment.ts:58) — it does NOT charge the card on validation failure." [VERIFIED]
| Pattern | Why It Fails | Correct Approach | |---------|-------------|-----------------| | grep found "try.*catch" | Could be in comment, string, or test mock | Read the file, confirm it wraps real code | | grep found nothing | Wrong term, wrong directory, different naming | Try 3+ alternative terms | | File named auth.ts exists | Doesn't mean auth is implemented | Read the file | | Type definition has a field | Doesn't mean the field is set or used | Grep for field assignment and usage | | Function is called somewhere | Doesn't mean it does what the name implies | Read the function body | | Found in tests directory | Test mocks are not real implementations | Confirm the actual source file | | grep -L returned files | Those files lack the pattern — but pattern might exist under a different name | Try alternative terms before concluding | | Found in commented-out block | Not active code | Check if block is enabled |
For system audits, security reviews, and architecture reviews:
Go through each area systematically. Produce hypothesis statements only:
"Input validation might be missing from the /api/upload route" [INFERRED]
"The auth token might not be refreshed on expiry" [INFERRED]
"Database queries might not use parameterized statements" [INFERRED]
Do not state these as facts. Do not include them in the user-facing summary.
For every [INFERRED] hypothesis:
Hypothesis: "Input validation missing from /api/upload" [INFERRED]
Action: Read src/app/api/upload/route.ts
Found: Zod schema validation at line 18, applied before file processing.
Result: "Input validation exists at api/upload/route.ts:18" [VERIFIED]
Hypothesis was wrong.
Hypothesis: "Database queries might not be parameterized" [INFERRED]
Action: Search for raw SQL patterns (string interpolation in queries)
Grep: `db.query(\`.*\${`, `db.execute(\`.*\${`
Read: src/lib/db.ts, src/repositories/*.ts
Found: All queries use prepared statements. One raw query at analytics.ts:89.
Result: "Raw SQL injection risk at src/analytics.ts:89" [VERIFIED]
Only after Pass 2 are claims safe to report.
Before making any codebase claim, confirm:
claim-verification.md — the rule file provides guidelines; this skill provides the action protocol.
Agents that must use this skill:
Hook integration (optional):
After every Grep tool result, the epistemic-reminder hook injects a warning.
That warning is this skill's Level 1 trigger — search results are [INFERRED], not [VERIFIED].
Existence claim — WRONG
Grep found "authMiddleware" in 3 files.
Claim: "Auth middleware is applied to all routes."
Existence claim — RIGHT
Grep found "authMiddleware" in 3 files.
Read server.ts: middleware applied only to /api/* routes, not /public/*.
Read admin/router.ts: authMiddleware missing from /admin/health endpoint.
Claim: "Auth middleware applied to /api/* (server.ts:23) but missing from
/admin/health (admin/router.ts:8)." [VERIFIED]
Absence claim — WRONG
Grep "rate limit" returned no results.
Claim: "No rate limiting implemented."
Absence claim — RIGHT
Grep "rate limit" → no results.
Grep "rateLimit", "throttle", "limiter", "requestLimit" → no results.
Read: src/middleware/index.ts, server.ts, next.config.js.
Confirmed none contain request throttling logic.
Claim: "No rate limiting found after searching 6 term variants and
reading 3 likely files." [VERIFIED ABSENT]
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