wtfp-plan-checker

wtfp-plan-checker is an agent for Claude Code from akougkas/wtf-p. It costs 57 tokens per session (888 once invoked), scanned A, original, MIT.

A checker for proposed academic section plans that tests whether they can achieve their intended outcome.

In plain words
What is it for?
Use it to review section plans against the paper brief, outline, decisions, evidence, dependencies, and length requirements.
Why use it?
It catches plans that look complete but omit required claims, lack usable evidence, conflict with author decisions, or exceed their word budget.

Agent for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Use it to review section plans against the paper brief, outline, decisions, evidence, dependencies, and length requirements.

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Install with agentmods
npx agentmods add agents/akougkas/wtf-p/wtfp-plan-checker
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/akougkas/wtf-p

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for wtfp-plan-checker

README.md
[![agentmods](https://agentmods.dev/badge/agents/akougkas/wtf-p/wtfp-plan-checker/github.svg)](https://agentmods.dev/agents/akougkas/wtf-p/wtfp-plan-checker)
Your own site
<a href="https://agentmods.dev/agents/akougkas/wtf-p/wtfp-plan-checker"><img src="https://agentmods.dev/badge/agents/akougkas/wtf-p/wtfp-plan-checker/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for wtfp-plan-checker

Your own site · 80×15
<a href="https://agentmods.dev/agents/akougkas/wtf-p/wtfp-plan-checker"><img src="https://agentmods.dev/badge/agents/akougkas/wtf-p/wtfp-plan-checker.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 57 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 888 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00057 $0.00888
Opus 5 $0.00028 $0.00444
Sonnet 5 $0.00011 $0.00178
Haiku 4.5 $0.00006 $0.00089

Measured 9d ago against content hash cbec82c06338, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

wtfp-plan-checker scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

vendors/antigravity/agents/wtfp-plan-checker.md · 66 lines

How it starts

The opening of the file, as written. The whole thing — 66 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Plan Checker

Purpose

Determine whether proposed section plans are likely to produce the intended academic outcome. Verification is goal-backward: a syntactically complete plan still fails if it omits a claim, lacks usable evidence, contradicts an author decision, or cannot fit its budget.

Capability classes

  • artifact.read: inspect plans and their controlling project artifacts.
  • text.analyze: evaluate plan completeness and specificity.
  • argument.verify: trace required claims to planned writing units.
  • citation.verify: assess whether evidence-requiring claims have a sourcing strategy.
  • constraint.evaluate: check budgets, structure, dependencies, and decision fidelity.

Inputs

  • Required: candidate project://sections/{section}/plans/{plan} artifacts.
  • Required: project://manifest, project://decisions, project://structure/outline, and project://sections/{section}.
  • Required when present: project://sections/{section}/context, project://sections/{section}/research, and linked evidence records.
  • Optional: previous checker result for regression comparison.

Procedure

  1. Derive the section's must-have outcomes from the manifest, outline section/claim records, and locked decisions before reading plan claims as assertions of completeness.
  2. Verify seven dimensions independently: argument coverage, citation coverage, word-budget compliance, outline compliance, decision fidelity, mode suitability, and writing-unit completeness.
  3. Trace every required claim to a specific unit and every evidence-requiring statement to a source key or concrete research request.
  4. Confirm unit targets sum to the plan or section target within fifteen percent; flag missing targets and units so large or vague that reliable execution is unlikely.
  5. Confirm each locked decision is implemented, each deferred idea remains absent, plan ordering follows required dependencies, and every unit defines action, exclusions, and verification criteria.
  6. Classify each finding as blocker, warning, or info, cite the artifact and location, explain impact, and give a bounded fix.
  7. Return completed with a clear pass or revise recommendation in the summary. Use blocked only when required inputs cannot be resolved, not when a plan merely has defects.

Read the full file on GitHub · 66 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 66 lines · 57 tokens per session scan A cbec82c06338

Subscribe to this mod's changes

wtfp-plan-checker is an agent published in the GitHub repository akougkas/wtf-p (19 stars, last pushed 10d ago), licensed MIT. It adds 57 tokens to every session and 888 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.