discover
Skill131 starsChanged 6 months agoMITView on GitHub
Discover domain-specific skills and context before starting any coding or spec work. This is the mandatory first step for every task — no matter how trivial. Triggers on: any code change, spec change, implementation task, bug fix, refactor, feature work, or documentation update that touches component code or specs.
57 other projects use a version of this.
Adopted by
Most recently taken up by
- anombyte93/prd-taskmastertheir own version, first seen Nov 8, 2026
- charles-adedotun/sre-plugintheir own version, first seen Nov 8, 2026
- rajanrx/skillstheir own version, first seen Nov 8, 2026
- joeldevz/skynex-pitheir own version, first seen Nov 8, 2026
- AsiaOstrich/EngramGraphtheir own version, first seen Nov 8, 2026
- islandhopper81/claude-skillstheir own version, first seen Nov 1, 2026
Used with
Projects with it also use daily-arxiv, exp-eval 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.
LambenthanSkilldaily-arxiv
每日从 arXiv 拉取新论文,过滤相关性,auto-ingest 高优先级论文,检测 SOTA 更新
Also in 5 projects that use this
LambenthanSkillexp-eval
实验判决门:Review LLM 独立评判实验结果 → 4 种判决路径 → 自动更新 claims confidence、ideas status、graph edges
Also in 5 projects that use this
skyllwtSkillexp-pilot-eval
Pilot result evaluation — read pilot results, apply success criteria, update idea page (pilot_result, failure_reason if failed), generate PILOT_VERDICT_REPORT. Called by /ideate Phase 5 after /exp-pilot-run.
Also in 4 projects that use this
skyllwtSkillexp-pilot-run
Pilot experiment execution — read Pilot Spec YAML, write pilot code, run experiment(Confirm with the user before operation and require the applicant to conduct manual inspection), return results. Called by /ideate Phase 5. Does NOT modify wiki pages or judge pass/fail.
Also in 4 projects that use this
phanghonghaoSkillposter
HTML/CSS A4 海报生成。从沙龙/活动 Markdown 文件生成科技风 A4 海报 PDF/PNG。Use when user mentions: poster, 海报, 海报生成, make poster, generate poster, 活动海报, 沙龙海报.
Also in 4 projects that use this
- +6 more from Lambenthan
- +1 more from skyllwt
Other versions57 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 57
- skyllwt/OmegaWiki★ 1.7ksame name
- DAIR-AutoResearch/AutoSci★ 1.7ksame name
- PKU-DAIR/AutoSci★ 1.7ksame name
- skyllwt/AutoSci★ 1.7ksame name
- suboss87/FDEOps★ 940same name
- anombyte93/prd-taskmaster★ 608same name
- zaxbysauce/opencode-swarm★ 519same name
- ZaxbyHub/opencode-swarm★ 518same name
- hsantanna88/clo-author★ 262same name
- hugosantanna/clo-author★ 262same name
47 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 repository19 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- alignSkill
- amber-reviewSkill
- workflowSkill
- ambient-pr-testSkill
- ambientSkill
- dev-clusterSkill
- deploySkill
- devflowSkill
- cypress-demoSkill
- frontend-developmentSkill
- grpc-devSkill
- unleash-flagSkill
- memorySkill
- pr-fixerSkill
- scaffoldSkill
- ambient-api-serverSkill
- specSkill
The file
We split this skill into the rules it gives an agent
9 rules. 0 are common, 6 are distinctive, and 3 are very specific to this project.
0
Common
Most of the 50 edited versions we read keep these.
6
Distinctive
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 13
Before writing or changing anything, discover what skills and context are available for the domains you're about to work in.
- Distinctive: line 17
Every time. This skill is the entry point for all coding and spec work.
- Distinctive: line 25
If provided, use the input to narrow which domains to check.
- Very specific: line 45
If unsure, check which specs/ subdirectories exist:
- Very specific: line 61
Read the SKILL.md of any discovered skill that looks relevant to the task at hand.
- Distinctive: line 71
Read the relevant spec before implementing — code reconciles against specs, not the other way around.
- Distinctive: line 75
If the work involves deployment, manifests, Docker builds, or cluster operations, check for deployment skills:
- Very specific: line 81
Read the relevant SKILL.md — these contain environment config, prerequisites, and troubleshooting for deploying each component.
- Distinctive: line 101
Do not output irrelevant context.
“Common” is measured: kept by at least 6 in 10 of the 50 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
Discover Domain Skills
Before writing or changing anything, discover what skills and context are available for the domains you're about to work in.
When to Use
Every time. This skill is the entry point for all coding and spec work. Do not skip it, even for one-line fixes.
User Input
$ARGUMENTSIf provided, use the input to narrow which domains to check. Otherwise, infer from the task context.
Steps
1. Identify Relevant Domains
Map the work to one or more capability domains:
| Domain | When working on |
sessions | Session lifecycle, data model, API resources, messages, events |
control-plane | Operator, reconciliation, scheduling, runner provisioning |
agents | Agent model, runner, runtime registry, prompts |
integrations | MCP server, Gerrit, external services, feature flags |
frontend | UI components, pages, React Query hooks |
auth | OAuth, credentials, RBAC, tokens |
projects | Project management, settings, workspaces |
cli | TUI, acpctl commands |
specs | specs |
If unsure, check which specs/ subdirectories exist:
ls -d specs/*/2. Visit Each Domain
For every relevant domain, cd into its spec directory and list available skills:
cd specs/{domain}
ls .claude/skills/ 2>/dev/null
ls skills/ 2>/dev/nullRead the SKILL.md of any discovered skill that looks relevant to the task at hand.
3. Load Domain Specs
While in the domain directory, check for specs that describe the desired state of what you're about to change:
ls *.spec.md 2>/dev/nullRead the relevant spec before implementing — code reconciles against specs, not the other way around.
4. Check Deployment Skills
If the work involves deployment, manifests, Docker builds, or cluster operations, check for deployment skills:
ls skills/deployments/ 2>/dev/nullRead the relevant SKILL.md — these contain environment config, prerequisites, and troubleshooting for deploying each component.
5. Check Standards
Load the standards for the component you're modifying:
ls specs/standards/*/Pick the relevant domain (backend, frontend, control-plane, security, platform).
6. Report and Proceed
Summarize what you found:
- Which domains are involved
- Which domain skills were discovered (if any)
- Which specs describe the area being changed
- Which standards apply
Do not output irrelevant context. Be extremely brief, like:
I will use skills
xandyfor this task.
Then proceed with the task, using the discovered skills and context.
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.

