company-research
Skill9 starsChanged 5 months agoMITView on GitHub
Turns company records into structured company research summaries. Use when the user provides company names or records and wants a consistent overview, market position, and relevance assessment.
31 other projects use a version of this.
Adopted by
Most recently taken up by
- AgnesAI-Labs/agnet-skills-cntheir own version, first seen Nov 1, 2026
- MoizIbnYousaf/marketing-clitheir own version, first seen Nov 1, 2026
- pueo-labs/primrtheir own version, first seen Nov 1, 2026
- deanpeters/Product-Manager-Skillstheir own version, first seen Oct 25, 2026
- blisspixel/primrtheir own version, first seen Oct 20, 2026
- simonstrumse/vibelabs-skillstheir own version, first seen Oct 15, 2026
Used with
Projects with it also use business-health-diagnostic, derisk-measurement-advisor and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
nandanosqlSkillbusiness-health-diagnostic
Run a comprehensive business health check across revenue, unit economics, product metrics, and market position — identifying strengths, weaknesses, and the single most important metric to fix.
Also in 4 projects that use this
DIAL-StudioSkillderisk-measurement-advisor
Identify what to measure, test, or track to de-risk a product or AI idea. Use when stress-testing an idea across internal (DUFV) and external (PESTEL) dimensions.
Also in 3 projects that use this
DIAL-StudioSkillorganic-growth-advisor
Identify which organic growth path to pursue — new segments, geographies, channels, or products. Use when diagnosing where a growth constraint lives and which McKinsey growth level to act\
Also in 3 projects that use this
nandanosqlSkillprioritization-advisor
Guide PMs in choosing the right prioritization framework — RICE, ICE, Kano, MoSCoW, Value vs Effort, Cost of Delay — by asking adaptive questions about product stage, team context, and data availability.
Also in 4 projects that use this
- +8 more from nandanosql
Other versions31 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 31
- deanpeters/Product-Manager-Skills★ 7.7ksame name
- browserbase/agent-browse★ 3.7ksame name
- simonlin1212/Vibe-Research★ 3.4ksame name
- simonlin1212/vibe-astock★ 934same name
- stophobia/deerflow2.0-enhanced★ 821same name
- claude-office-skills/skills★ 433same name
- liangdabiao/exa-research-mcp-skill★ 104same name
- exa-labs/agent-skills★ 67same name
- thesun4sky/jobstack★ 50same name
- MoizIbnYousaf/marketing-cli★ 33same name
21 more not listed
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 repository23 other files it gives its agents.
- account-prioritizationSkill
- b2b-lead-qualificationSkill
- candidate-qualificationSkill
- company-data-normalizationSkill
- company-research-workflow-plannerSkill
- company-segmentationSkill
- competitor-researchSkill
- directory-research-plannerSkill
- duplicate-record-reviewSkill
- job-title-normalizationSkill
- lead-list-analysisSkill
- lead-list-segmentationSkill
- lead-research-workflow-plannerSkill
- market-researchSkill
- outreach-brief-generatorSkill
- partner-qualificationSkill
- persona-classificationSkill
- person-researchSkill
- prospect-list-cleanupSkill
- recruiting-sourcing-plannerSkill
- research-gap-analysisSkill
- supplier-qualificationSkill
- territory-segmentationSkill
The file
We split this skill into the rules it gives an agent
3 rules. 0 are common, 3 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 23 edited versions we read keep these.
3
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 46
Use only supplied information and clearly marked context.
- Distinctive: line 47
Do not invent financials, headcounts, or customers.
- Distinctive: line 50
Keep the structure identical across companies.
“Common” is measured: kept by at least 6 in 10 of the 23 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
Company Research
Purpose
Turn company records into a structured research summary: overview, market position, and relevance.
When to use this skill
- Building account research before outreach
- Producing comparable company profiles at scale
- Summarizing a target account list
- Flagging what still needs manual research
When not to use this skill
- The records contain no usable company signal
- You need real-time financials or news the data lacks
- You want verified contact details rather than a profile
Required inputs
- Company names or records
Optional inputs
- Your offering or angle for relevance scoring
- Industries of interest
- Fields you want prioritized
Rules
- Use only supplied information and clearly marked context.
- Do not invent financials, headcounts, or customers.
- Separate facts from inferences.
- List research gaps rather than filling them.
- Keep the structure identical across companies.
Process
- Parse each company record.
- Summarize overview, industry, offering, and customers.
- Assess market position from available signal.
- List research gaps.
- Assess relevance to the stated goal.
Output format
Return one profile per company with the following fields:
- company_overview
- industry
- products_or_services
- target_customers
- market_position
- research_gaps
- relevance_assessment
Validation
- Confirm each field is supported or marked as a gap.
- Confirm no invented figures appear.
- Confirm relevance ties to the stated goal.
Limitations
- Profiles are only as current as the input data.
- Market position is an interpretation, not a ranking.
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
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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.

