search-first
Skill87 starsChanged 33 days agoMITView on GitHub
Check current documentation and prior art before writing code against any external API, library, or framework. Use whenever the task touches a third-party library, SDK, API, CLI flag, config format, or language/framework version behavior. Especially when writing code from memory about how something works, when a version number is involved, or when an API "should" work a certain way but hasn't been verified.
42 other projects use a version of this.
Adopted by
Most recently taken up by
- Rojios/everything-claude-codetheir own version, first seen Nov 8, 2026
- shimo4228/akc-cycletheir own version, first seen Nov 8, 2026
- pankaj-mahaur/Agent-Daemontheir own version, first seen Nov 6, 2026
- matheus-rib1108/meu-kit-claude-codetheir own version, first seen Nov 1, 2026
- TsinHzl/claude-code-configtheir own version, first seen Nov 1, 2026
- shimo4228/search-firsttheir own version, first seen Nov 1, 2026
Used with
Projects with it also use continuous-agent-loop, agent-harness-construction 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.
junimnjwSkillcontinuous-agent-loop
Patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls.
Also in 4 projects that use this
junimnjwSkillagent-harness-construction
Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates.
Also in 4 projects that use this
loulanyueSkillsafety-guard
Also in 3 projects that use this
loulanyueSkillrules-distill
Scan skills to extract cross-cutting principles and distill them into rules — append, revise, or create new rule files
Also in 3 projects that use this
dcs-soniSkillcodebase-onboarding
Help developers understand unfamiliar codebases quickly. Use when
Also in 3 projects that use this
MicrosoftSkillerror-handling
统一错误处理系统。在添加 API 端点、修改错误处理、添加前端 API 调用、编写错误相关测试时使用。
Also in 3 projects that use this
- +2 more from junimnjw
Other versions42 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 42
- loulanyue/awesome-claude-notes★ 272same name
- Fmarzochi/EGC★ 61same name
- LeeYudok/agents-scaffold★ 38same name
- YehudaFrankel/clankbrain★ 16same name
- jiten-singh-shahi/salesforce-claude-code★ 15same name
- sidiangongyuan/codex-skills-library★ 11same name
- frankxai/agentic-creator-os★ 10same name
- DetectHensenberg/RAG4JZDQ★ 8same name
- gongyijie85/dsh-ecc★ 8same name
- VoVuongThanhDat/agentflow★ 8same name
32 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 repository28 other files it gives its agents.
- adversarial-reviewSkill
- bite-sized-planSkill
- chestertons-fenceSkill
- clarify-the-real-problemSkill
- context-economySkill
- delegate-to-subagentsSkill
- design-for-the-next-readerSkill
- fresh-context-reviewSkill
- honest-artifactsSkill
- interface-contractsSkill
- measure-before-optimizingSkill
- observability-and-instrumentationSkill
- persistent-memorySkill
- plan-on-diskSkill
- premortemSkill
- record-the-whySkill
- root-cause-disciplineSkill
- security-review-by-haloSkill
- security-reviewSkill
- senior-engineer-mindsetSkill
- simplicity-budgetSkill
- surgical-changeSkill
- threat-and-scale-checkSkill
- verifiability-firstSkill
- verify-before-agreeingSkill
- verify-before-claimingSkill
- weigh-tradeoffsSkill
- widen-the-solution-spaceSkill
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 36 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 22
Read the file matching the model actually running before applying this skill.
“Common” is measured: kept by at least 6 in 10 of the 36 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
Search First (router)
This skill is tuned per model. Pick the file that matches the model actually running, and apply it in full — the verification order and cost-sense judgment are the same everywhere, but how much narration to expect and how eagerly to delegate a lookup differs by tier.
| Model | File |
| Claude Opus 5.5 | opus-5-5.md |
| Claude Fable 5.1 | fable-5-1.md |
| Claude Sonnet 5 | sonnet-5.md |
| Claude Sonnet 5.5 | sonnet-5-5.md |
| Claude Haiku 5.5 | haiku-5-5.md |
| OpenAI GPT-6 Astra | gpt-6-astra.md |
| OpenAI GPT-6 Sol | gpt-6-sol.md |
| OpenAI GPT-6.1 Sol | gpt-6-1-sol.md |
| OpenAI GPT-6 Luna | gpt-6-luna.md |
Read the file matching the model actually running before applying this skill.
Running a model not listed above (an older generation, a different model family entirely)? sonnet-5.md carries the fullest general-purpose version of the underlying procedure — read that one rather than skipping this skill.
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.

