competitive-research
Skill8 starsChanged 2 months agoMITView on GitHub
Compare a dated competitor set by capabilities, positioning, pricing, and evidence quality without treating undocumented features as absent.
5 other projects use a version of this.
Adopted by
Most recently taken up by
- FuDesign2008/open-skillstheir own version, first seen Nov 1, 2026
- stophobia/clawtheir own version, first seen Oct 15, 2026
- qiulin/skillstheir own version, first seen Sep 10, 2026
- bedomax/webdesigner-agenttheir own version, first seen Jul 22, 2026
- aleksander-dytko/ai-pm-workspacetheir own version, first seen Feb 27, 2026
Other versions5 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 5
- aleksander-dytko/ai-pm-workspace★ 34same name
- FuDesign2008/open-skills★ 6same name
- bedomax/webdesigner-agent★ 1same name
- stophobia/claw★ 1same name
- qiulin/skills★ 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 repository77 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- llms.txtllms.txt
- archive-milestoneSkill
- assess-product-opportunitySkill
- automate-testsSkill
- bump-versionSkill
- capture-work-itemsSkill
- commit-workSkill
- consume-nats-messageSkill
- decontextualize-textSkill
- deep-researchSkill
- define-docs-normsSkill
- define-missionSkill
- define-north-starSkill
- define-roadmapSkill
- define-strategic-pillarsSkill
- define-visionSkill
- deliver-featureSkill
- design-strategic-goalsSkill
- eli5Skill
- establish-delivery-workflowSkill
- execute-delivery-workflowSkill
- generate-agent-entrySkill
- generate-github-workflowSkill
- generate-standard-readmeSkill
- inspect-artifact-stateSkill
- integrate-branchesSkill
- manage-secretSkill
- map-item-dependenciesSkill
- market-researchSkill
- orchestrate-code-reviewSkill
- orchestrate-governance-stepSkill
- orchestrate-repair-loopSkill
- orchestrate-repair-requirements-loopSkill
- orchestrate-roadmap-planningSkill
- plan-milestonesSkill
- plan-nextSkill
- policy-researchSkill
- ponytailSkill
- prepare-presales-responseSkill
- prepare-version-notesSkill
- prioritize-backlogSkill
- product-opportunity-analysisSkill
- promote-roadmap-itemsSkill
- publish-nats-messageSkill
- record-milestone-achievementSkill
- redeploy-localSkill
- refine-skill-designSkill
- review-architectureSkill
- review-codebaseSkill
- review-diffSkill
- review-dotnetSkill
- review-error-surfacingSkill
- review-functional-designSkill
- review-goSkill
- review-implementation-alignmentSkill
- review-javaSkill
- review-observabilitySkill
- review-orm-usageSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 1 is distinctive, and 0 are very specific to this project.
0
Common
Most of the 4 edited versions we read keep these.
1
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 27
Every non-Unknown matrix cell has an exact source locator and date.
“Common” is measured: kept by at least 6 in 10 of the 4 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
Skill: Competitive Research
Purpose
Compare products using consistent criteria and dated evidence. Apply deep-research and preserve the Research Report as the evidence core. This Skill can identify strategic implications, but it does not decide whether to build a product.
Procedure
- Fix competitors, category, geography, product edition or plan, comparison criteria and as-of date. Include substitutes where they address the same user job.
- Inspect official current product docs, release notes and price pages, then independent implementation evidence or reviews. Attribute marketing claims. Record version, region and plan restrictions.
- Build a matrix whose populated cells contain a classification, date and finding ID. Use
Unknownwhen evidence is absent or inaccessible; do not label a feature absent solely because docs are silent. State if pricing is historical, quote-based or unverified. - Compare like with like. Explain gaps caused by edition or regional differences and preserve contradictory sources. Tie any positioning or differentiation inference to specific findings.
- Emit a concise narrative and JSON report. Add
domain: "competitive"anddomain_detailsonly if useful; keep the shared evidence fields intact.
Self-check
Every non-Unknown matrix cell has an exact source locator and date. Contradictory capability claims remain visible. An empty source search never becomes a negative feature claim.
Examples
Comparable editions
Input: compare the current paid plans of two products in one region. Output: produce a dated capability and pricing matrix whose supported cells cite exact official plan pages and finding IDs.
Undocumented feature
Input: one vendor has no public document about an export feature. Output: mark that cell Unknown, record the search gap, and avoid claiming the feature is absent. If a review claims it exists, retain the conflict and its date.
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.

