Agent skill

Writing Honest Claims

by flyrank-bih in flyrank-bih/flyrank-ml-internship-starter

Writes findings in language the evidence can carry — the claim ladder (observed → directional → decision-support, never causal without a design), effect sizes over drama, banned phrasings.

Custom licenceAuto-check passed

Install Writing Honest Claims

skills CLI
$ npx skills add flyrank-bih/flyrank-ml-internship-starter --skill writing-honest-claims -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install flyrank-bih/flyrank-ml-internship-starter writing-honest-claims --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/flyrank-bih/flyrank-ml-internship-starter.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/writing-honest-claims .claude/skills/writing-honest-claims && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
writing-honest-claims
GitHub stars
140
Token cost
~665 tokens
SKILL.md length
349 words
Files
1
Skills in repo
13
Repo updated
First seen
Licence
Custom licence

At a glance

Writes findings in language the evidence can carry — the claim ladder (observed → directional → decision-support, never causal without a design), effect sizes over drama, banned phrasings.

  • Writing any conclusion
  • SKILL.md covers The claim ladder — match words…, Banned unless you ran the…, Make numbers honest and Reviewing someone else's…, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Public page from analysis results

What it does

Writing Honest Claims is an agent skill from flyrank-bih/flyrank-ml-internship-starter. Writes findings in language the evidence can carry — the claim ladder (observed → directional → decision-support, never causal without a design), effect sizes over drama, banned phrasings. Use when writing any conclusion, report section, playbook, or public page from analysis results.

Its SKILL.md is about 670 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Starter repo for the FlyRank ML Internship - a runnable ML pipeline on real anonymized Google Search data, with Colab notebooks. Fork it, build your capstone in it.

When your agent uses it

  • Writing any conclusion
  • Public page from analysis results

Example prompts

  • “Use the writing-honest-claims skill to write findings in language the evidence can carry — the claim ladder (observed → directional →…”
  • “/writing-honest-claims”

What it can do on your machine

Read from SKILL.md and the folder at commit 882b73e. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Writing Honest Claims loads about 665 tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 349 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~77
When it runs · the whole SKILL.md, loaded when a task matches
~665

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 349 words (~665 tokens).

“A finding is a sentence plus the evidence that carries it. Most analysis goes wrong in the sentence, not the math: the words claim more than the numbers showed.”

— opening of SKILL.md by flyrank-bih, Custom licence
name
writing-honest-claims

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/writing-honest-claims of flyrank-bih/flyrank-ml-internship-starter.

Open the folder on GitHubat commit 882b73e

Compare with similar skills

Writing Honest Claims next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Writing Honest Claims compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Writing Honest Claims this skillflyrank-bih/flyrank-ml-internship-starter140—~665Automated safety check: PassCustom licence
Claimsruvnet/ruflo74k1 repos~1.1kAutomated safety check: PassMIT
Find Releaseflutter/flutter180k—~545Automated safety check: PassBSD-3-Clause
Fd Findpenpot/penpot61k—~882Automated safety check: PassMPL-2.0
Find Matching Tenderssickn33/agentic-awesome-skills47k1 repos~1kAutomated safety check: PassApache-2.0
Finding Replay For IssuePostHog/posthog40k—~1.7kAutomated safety check: PassCustom licence

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Questions about Writing Honest Claims

What does Writing Honest Claims do?

Writes findings in language the evidence can carry — the claim ladder (observed → directional → decision-support, never causal without a design), effect sizes over drama, banned phrasings. Writing Honest Claims is an agent skill from flyrank-bih/flyrank-ml-internship-starter. Writes findings in language the evidence can carry — the claim ladder (observed → directional → decision-support, never causal without a design), effect sizes over drama, banned phrasings.

When should I use Writing Honest Claims?

Writing Honest Claims fits situations like: writing any conclusion; public page from analysis results.

How do I install Writing Honest Claims in Claude Code?

Run `npx skills add flyrank-bih/flyrank-ml-internship-starter --skill writing-honest-claims -a claude-code`. Or copy the skill folder (skills/writing-honest-claims in flyrank-bih/flyrank-ml-internship-starter) into .claude/skills/writing-honest-claims in your project. Claude Code loads it when a task matches its description.

How do I install Writing Honest Claims in Codex?

Run `npx skills add flyrank-bih/flyrank-ml-internship-starter --skill writing-honest-claims -a codex`. Or copy the skill folder (skills/writing-honest-claims in flyrank-bih/flyrank-ml-internship-starter) into .agents/skills/writing-honest-claims in your project. Codex loads it when a task matches its description.

Can I use Writing Honest Claims in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add flyrank-bih/flyrank-ml-internship-starter --skill writing-honest-claims -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/writing-honest-claims, .gemini/skills/writing-honest-claims, .github/skills/writing-honest-claims and .opencode/skills/writing-honest-claims in your project.

What does Writing Honest Claims need to run?

SKILL.md names no scripts, command-line tools or credentials: Writing Honest Claims is instructions for the agent only.

Does Writing Honest Claims access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Writing Honest Claims safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Writing Honest Claims use?

Writing Honest Claims has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Writing Honest Claims use?

About 665 tokens (SKILL.md is roughly 2.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Writing Honest Claims?

Skills that share tags, products or a category with Writing Honest Claims: Claims (ruvnet/ruflo, 74k stars), Find Release (flutter/flutter, 180k stars), Fd Find (penpot/penpot, 61k stars) and Find Matching Tenders (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Writing Honest Claims?

flyrank-bih (a GitHub organization) maintains it in flyrank-bih/flyrank-ml-internship-starter, which has 140 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on August 20, 2026.

Source: flyrank-bih/flyrank-ml-internship-starter on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.