Agent skill

Evidence

by leewayworks in leewayworks/guochuang-gps

A skill your agent uses when collecting, classifying, validating or cross-checking sources for Guochuang claims across documents, data, tests, IP, customer, finance and team records.

MITAuto-check passedDocuments & Office

Install Evidence

skills CLI
$ npx skills add leewayworks/guochuang-gps --skill evidence -a claude-code

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

GitHub CLI
$ gh skill install leewayworks/guochuang-gps evidence --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/leewayworks/guochuang-gps.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/evidence .claude/skills/evidence && 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
evidence
GitHub stars
106
Token cost
~664 tokens
SKILL.md length
339 words
Files
1
Skills in repo
9
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when collecting, classifying, validating or cross-checking sources for Guochuang claims across documents, data, tests, IP, customer, finance and team records.

  • Cross-checking sources for Guochuang claims across documents
  • SKILL.md covers Own this work, Validate sources, Build the ledger and Cross-check, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Finance and team records

What it does

Evidence is an agent skill from leewayworks/guochuang-gps. Use when collecting, classifying, validating or cross-checking sources for Guochuang claims across documents, data, tests, IP, customer, finance and team records.

Its SKILL.md is about 660 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Documents & Office. The repository describes itself as: GPS (Guochuang Preparation Skills) — A multi-agent AI toolkit for competition planning, proposal review, pitch deck optimization, defense coaching, and award-level assessment. The licence is MIT.

When your agent uses it

  • Cross-checking sources for Guochuang claims across documents
  • Finance and team records

Example prompts

  • “/evidence”

What it can do on your machine

Read from SKILL.md and the folder at commit 07892d1. 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

Evidence loads about 664 tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 339 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~43
When it runs · the whole SKILL.md, loaded when a task matches
~664

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

The full file from leewayworks/guochuang-gps at commit 07892d1, republished under its MIT licence (© leewayworks). 339 words, ~664 tokens.

Download SKILL.mdSave it as .claude/skills/evidence/SKILL.md (or your agent's skills folder).
name
evidence
description
Use when collecting, classifying, validating or cross-checking sources for Guochuang claims across documents, data, tests, IP, customer, finance and team records.

Evidence

Apply the shared policies in gps-common. When saving a Markdown report, use the common project-name rule with topic 证据.

Build a material map that lets another person find and inspect the support for every important claim. A polished slide and a path string are leads until their contents are checked.

Own this work

Own source status, claim links, file existence, locators, evidence roles, independence, contradictions and redaction. Do not decide the project's positioning or improve a weak claim by rewriting it more confidently.

Validate sources

Use this state sequence:

missing -> user_asserted -> located -> inspected -> verified | contradicted

For a local source, resolve a relative path against the project JSON file or declared project root. Give it no verified credit if the file does not exist. For a URL, record when and how it was inspected; a verified string does not prove that a page was opened.

A file that exists is located, not automatically verified. For image-only PDF or PPTX pages, record visual_review_required and the page or slide.

Build the ledger

Use one row per claim and include:

id, claim, source, page_or_slide, source_level, status, date, owner, metric_unit, baseline, condition, limitation, evidence_role, independence_group, ownership_scope, customer_stage, privacy_flag.

Use evidence roles problem, mechanism, result, independent_validation and persistence. Two records from the same independence_group count as one corroborating source. A quantitative claim needs a claim ID plus a locator or test condition before it can reach high evidence quality.

Cross-check

Compare numbers, units, dates, names, IP ownership, customer stage, team roles and project titles across the project book, deck, script and raw records. Return the contradiction instead of selecting the nicer value.

Keep contact, intent, pilot, contract, paid and repeat separate. Do not turn a logo, invitation or intention letter into a paid customer result. Do not use a patent or paper as proof of product performance, adoption or student ownership without the corresponding links.

Deliver

Return the claim-to-evidence ledger, evidence-role coverage, independence groups, contradiction list, missing-proof queue, status changes and redaction list. Keep original competition files and confidential material outside the public repository.

© leewayworks, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/evidence of leewayworks/guochuang-gps.

Open the folder on GitHubat commit 07892d1

Compare with similar skills

Evidence 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.

Evidence compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Evidence this skillleewayworks/guochuang-gps106—~664Automated safety check: PassMIT
Markdown Article FormatterJimLiu/baoyu-skills26k7 repos~3.5kAutomated safety check: PassMIT
MarkitdownImCa0/just-laws78114 repos~3.2kAutomated safety check: NotesMIT
Obsidian MarkdownAtmosphere/atmosphere3.8k20 repos~1.3kAutomated safety check: PassApache-2.0
DOCXrvdbreemen/OTGW-firmware20733 repos~4.3kAutomated safety check: PassProprietary
Gzh Designisjiamu/gzh-design-skill3.9k1 repos~2.2kAutomated safety check: PassAGPL-3.0

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Questions about Evidence

What does Evidence do?

A skill your agent uses when collecting, classifying, validating or cross-checking sources for Guochuang claims across documents, data, tests, IP, customer, finance and team records. Evidence is an agent skill from leewayworks/guochuang-gps. Use when collecting, classifying, validating or cross-checking sources for Guochuang claims across documents, data, tests, IP, customer, finance and team records.

When should I use Evidence?

Evidence fits situations like: cross-checking sources for Guochuang claims across documents; finance and team records.

How do I install Evidence in Claude Code?

Run `npx skills add leewayworks/guochuang-gps --skill evidence -a claude-code`. Or copy the skill folder (skills/evidence in leewayworks/guochuang-gps) into .claude/skills/evidence in your project. Claude Code loads it when a task matches its description.

How do I install Evidence in Codex?

Run `npx skills add leewayworks/guochuang-gps --skill evidence -a codex`. Or copy the skill folder (skills/evidence in leewayworks/guochuang-gps) into .agents/skills/evidence in your project. Codex loads it when a task matches its description.

Can I use Evidence 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 leewayworks/guochuang-gps --skill evidence -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/evidence, .gemini/skills/evidence, .github/skills/evidence and .opencode/skills/evidence in your project.

What does Evidence need to run?

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

Does Evidence 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 Evidence 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 Evidence use?

Evidence is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Evidence use?

About 664 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 Evidence?

Skills that share tags, products or a category with Evidence: Markdown Article Formatter (JimLiu/baoyu-skills, 26k stars), Markitdown (ImCa0/just-laws, 781 stars), Obsidian Markdown (Atmosphere/atmosphere, 3.8k stars) and DOCX (rvdbreemen/OTGW-firmware, 207 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Evidence?

leewayworks (a GitHub user) maintains it in leewayworks/guochuang-gps, which has 106 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on August 13, 2026.

Source: leewayworks/guochuang-gps on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.