quality-check
Skill1 starsChanged 7 months agoMITView on GitHub
Inspect graph structure when the user asks for a check or when a concrete structural problem may be affecting the work. Treat metrics as diagnostics, never as quotas or semantic-quality scores.
10 other projects use a version of this.
Adopted by
Most recently taken up by
- AlekseiUL/heisenberg-team-GPTtheir own version, first seen Nov 1, 2026
- AlekseiUL/heisenberg-teamtheir own version, first seen Nov 1, 2026
- neeldas1209/GTM-Strategy-Enginetheir own version, first seen Oct 20, 2026
- prPMDev/my-portfolio-kittheir own version, first seen Oct 13, 2026
- hsnice16/agent-friendly-codetheir own version, first seen Oct 11, 2026
- bloxy-studios/shorts-studiotheir own version, first seen Oct 1, 2026
Other versions10 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 10
- dlupiak/claude-session-dashboard★ 66same name
- AlekseiUL/heisenberg-team★ 17same name
- AlekseiUL/heisenberg-team-GPT★ 9same name
- joris887/exosuit★ 9same name
- MainFrame100/quality-check-skill★ 7same name
- hsnice16/agent-friendly-code★ 2same name
- prPMDev/my-portfolio-kit★ 2same name
- Evan-Kim2028/agent-skills★ 1same name
- bloxy-studios/shorts-studio★ 0same name
- neeldas1209/GTM-Strategy-Engine★ 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 repository9 other files it gives its agents.
- code-workSkill
- collaborative-codeSkill
- creative-workSkill
- graph-workflowSkill
- orientSkill
- reading-modeSkill
- serendipitySkill
- understanding-workSkill
- web-uiSkill
The file
We split this skill into the rules it gives an agent
4 rules. 0 are common, 3 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 8 edited versions we read keep these.
3
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 22
Use this skill deliberately, not on a timer.
- Very specific: line 55
When a finding could materially affect the task, use graph_suggest_next({ task, workflow }) for concrete weighted routes or …
- Distinctive: line 63
If the diagnosis identifies a genuine issue, make the smallest truthful change:
- Distinctive: line 70
leave healthy heterogeneity alone.
“Common” is measured: kept by at least 6 in 10 of the 8 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
Quality Check
Use this skill deliberately, not on a timer. Do not interrupt useful work for scheduled maintenance, demand trigger diversity, or ask the user to repair the graph merely because a number is low.
Diagnose before changing
Choose the smallest view that answers the live question:
graph_analyze({ include: ["gaps", "bridges", "questions"] })for islands, bridges, and genuinely unanswered questions;graph_score()for a compact structural snapshot;graph_centrality()when influence or bottlenecks matter;graph_semantic_gaps()when embedding coverage exists and conceptual distance is relevant;graph_skeleton()only when the overall topology is itself in question;graph_thermostat()as an advisory entropy-style pulse, not a command.
Metrics describe the stored shape. They cannot establish truth, creativity, importance, completeness, or whether a node was worth creating. A sparse graph can be exactly right for a small task; a dense graph can still be confused.
Judge the finding in context
- A disconnected region is a problem only if the work gives it a real relation to another region. Do not invent a bridge.
- An unanswered question may remain intentionally open.
- A contradiction is live conflict, not proof that either side is false.
- A low supersession count is not evidence that someone failed to reconsider.
- Trigger counts are descriptive. Never add questions, tensions, predictions, or any other type to improve a distribution.
- Artifact-heavy structure is an advisory signal only. Add cognitive testimony only when genuine understanding, uncertainty, evidence, or choice exists.
When a finding could materially affect the task, use
graph_suggest_next({ task, workflow }) for concrete weighted routes or
graph_discover_grounded() for a bounded distant comparison. Choose, modify,
combine, or reject the result. “No defensible connection” and “no repair
needed” are valid outcomes.
Repair only what is real
If the diagnosis identifies a genuine issue, make the smallest truthful change:
- connect regions with a specific typed relation;
- preserve an unresolved tension rather than forcing consensus;
- answer a question only when the graph now contains an answer;
- revise or use dedicated
graph_supersedewhen a position actually changed; - archive noise through the explicit lifecycle operation;
- leave healthy heterogeneity alone.
Explain the material finding to the user when it changes the work or needs their judgment. Otherwise keep the check quiet and continue the task.
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.

