Project Onboarding Guide from Knowledge Graph
Egonex-AI/Understand-Anything
Writes an onboarding guide for new team members from a project's existing knowledge graph, after checking that the graph still matches the current commit.
Reads an undocumented codebase and writes up what it does: architecture, data flows, observed behavior as EARS requirements, and open questions to confirm.
$ npx skills add Jeffallan/claude-skills --skill spec-miner -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Jeffallan/claude-skills spec-miner --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Jeffallan/claude-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/spec-miner .claude/skills/spec-miner && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "spec-miner" agent skill from https://github.com/Jeffallan/claude-skills/tree/main/skills/spec-miner into .claude/skills/spec-miner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-miner", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Jeffallan/claude-skills/tree/main/skills/spec-minerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Jeffallan/claude-skills --skill spec-miner -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Jeffallan/claude-skills spec-miner --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Jeffallan/claude-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/spec-miner .agents/skills/spec-miner && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "spec-miner" agent skill from https://github.com/Jeffallan/claude-skills/tree/main/skills/spec-miner into .agents/skills/spec-miner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-miner", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Jeffallan/claude-skills --skill spec-miner -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Jeffallan/claude-skills spec-miner --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Jeffallan/claude-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/spec-miner .cursor/skills/spec-miner && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "spec-miner" agent skill from https://github.com/Jeffallan/claude-skills/tree/main/skills/spec-miner into .cursor/skills/spec-miner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-miner", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Jeffallan/claude-skills.git --path skills/spec-miner--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Jeffallan/claude-skills --skill spec-miner -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Jeffallan/claude-skills spec-miner --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Jeffallan/claude-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/spec-miner .gemini/skills/spec-miner && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "spec-miner" agent skill from https://github.com/Jeffallan/claude-skills/tree/main/skills/spec-miner into .gemini/skills/spec-miner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-miner", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Jeffallan/claude-skills spec-minerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Jeffallan/claude-skills --skill spec-miner -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Jeffallan/claude-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/spec-miner .github/skills/spec-miner && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "spec-miner" agent skill from https://github.com/Jeffallan/claude-skills/tree/main/skills/spec-miner into .github/skills/spec-miner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-miner", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Jeffallan/claude-skills --skill spec-miner -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Jeffallan/claude-skills spec-miner --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Jeffallan/claude-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/spec-miner .opencode/skills/spec-miner && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "spec-miner" agent skill from https://github.com/Jeffallan/claude-skills/tree/main/skills/spec-miner into .opencode/skills/spec-miner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-miner", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
spec-minerReads an undocumented codebase and writes up what it does: architecture, data flows, observed behavior as EARS requirements, and open questions to confirm.
The agent works from two perspectives, an architecture view of structure and data flows and a QA view of observable behavior and edge cases. It scopes the analysis, explores with Glob, Grep and Read, traces data flows and request paths, writes the observed requirements in EARS format and flags areas that need clarification. A checkpoint requires enough file coverage, so unread entry points, configuration files or core modules mean more exploration before any writing.
The EARS patterns in the skill cover ubiquitous, event-driven, state-driven and optional requirements, each with an example. Reference files cover the analysis process, EARS format, a specification template and an analysis checklist. The skill's allowed tools are Read, Grep and Glob.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 1be15d8. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepGlobFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
github.comsynergetic.solutionsjeffallan.github.ioFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Spec Miner loads about 1.2k tokens when it runs, and up to ~3.1k if it reads all its reference files. Until then it costs about 146 tokens; SKILL.md has 362 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from Jeffallan/claude-skills at commit 1be15d8, republished under its MIT licence (© Jeffallan). 362 words, ~1,192 tokens.
.claude/skills/spec-miner/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.Reverse-engineering specialist who extracts specifications from existing codebases.
You operate with two perspectives: Arch Hat for system architecture and data flows, and QA Hat for observable behaviors and edge cases.
# Find entry points and public interfaces
Glob('**/*.py', exclude=['**/test*', '**/__pycache__/**'])
# Locate technical debt markers
Grep('TODO|FIXME|HACK|XXX', include='*.py')
# Discover configuration and environment usage
Grep('os\.environ|config\[|settings\.', include='*.py')
# Map API route definitions (Flask/Django/Express examples)
Grep('@app\.route|@router\.|router\.get|router\.post', include='*.py')EARS (Easy Approach to Requirements Syntax) structures observed behavior as:
| Type | Pattern | Example |
|---|---|---|
| Ubiquitous | The <system> shall <action>. | The API shall return JSON responses. |
| Event-driven | When <trigger>, the <system> shall <action>. | When a request lacks an auth token, the system shall return HTTP 401. |
| State-driven | While <state>, the <system> shall <action>. | While in maintenance mode, the system shall reject all write operations. |
| Optional | Where <feature> is supported, the <system> shall <action>. | Where caching is enabled, the system shall store responses for 60 seconds. |
See
references/ears-format.mdfor the complete EARS reference.
Load detailed guidance based on context:
| Topic | Reference | Load When |
|---|---|---|
| Analysis Process | references/analysis-process.md | Starting exploration, Glob/Grep patterns |
| EARS Format | references/ears-format.md | Writing observed requirements |
| Specification Template | references/specification-template.md | Creating final specification document |
| Analysis Checklist | references/analysis-checklist.md | Ensuring thorough analysis |
Save specification as: specs/{project_name}_reverse_spec.md
Include:
Maintained by @jeffallan, Principal Consultant at Synergetic Solutions
© Jeffallan, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 4 other files (references) in skills/spec-miner of Jeffallan/claude-skills.
Open the folder on GitHubat commit 1be15d8
Spec Miner next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Spec Miner this skillJeffallan/claude-skills | 12k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Project Onboarding Guide from Knowledge GraphEgonex-AI/Understand-Anything | 86k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Deepwiki Rssopaco/deepwiki-rs | 3.1k | — | ~748 | Automated safety check: Pass | MIT | |
| Acquire Codebase Knowledgegithub/awesome-copilot | 40k | 1 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Codex Proxy RS Development Guidezyycn/codex-proxy-rs | 766 | — | ~618 | Automated safety check: Pass | Apache-2.0 | |
| Githits Codegithits-com/githits-cli | 114 | — | ~2.6k | Automated safety check: Pass | Apache-2.0 |
Egonex-AI/Understand-Anything
Writes an onboarding guide for new team members from a project's existing knowledge graph, after checking that the graph still matches the current commit.
sopaco/deepwiki-rs
AI-powered Rust documentation generation engine for comprehensive codebase analysis, C4 architecture diagrams, and automated technical documentation.
github/awesome-copilot
Maps an unfamiliar codebase into seven evidence-backed documents in docs/codebase/, using a scan script and templates, for onboarding or architecture write-ups.
zyycn/codex-proxy-rs
Routes development, troubleshooting, review and documentation tasks on the Codex Proxy RS repository to the right section of its docs, instead of loading the whole architecture or contributing guide.
githits-com/githits-cli
A skill your agent uses whenever invoking the GitHits CLI for open-source code, documentation, or example evidence, including code search/grep, file navigation, source verification, docs lookup, or…
EveryInc/compound-engineering-plugin
Produces an evidence-backed explanation of how and why something has its current shape, or what happened over a stretch of work, tuned to its intended reader.
Jeffallan/claude-skills
Designs REST and GraphQL APIs from resource modeling to an OpenAPI 3.1 contract, with versioning, pagination and RFC 7807 error handling.
Jeffallan/claude-skills
Walks through designing, building and polishing a command-line tool: user workflow and command hierarchy, implementation in commander, click, typer or cobra, completions and cross-platform testing.
Jeffallan/claude-skills
Creates and checks Kubernetes manifests, Helm charts, RBAC and network policies, and helps debug pod problems, with kubectl checks and rollback steps.
Jeffallan/claude-skills
Builds Laravel 10+ applications with Eloquent models, Sanctum authentication, Horizon queues, API resources and Livewire components, tested with Pest or PHPUnit.
Jeffallan/claude-skills
Handles pandas DataFrame work: cleaning, merging, groupby aggregation, pivots, time-series resampling and memory tuning, with checks on dtypes, shapes and nulls.
Jeffallan/claude-skills
Guides writing and tuning Apache Spark jobs: DataFrame and RDD code, Spark SQL, partitioning, caching, shuffle tuning and structured streaming.
Categories
Reads an undocumented codebase and writes up what it does: architecture, data flows, observed behavior as EARS requirements, and open questions to confirm. The agent works from two perspectives, an architecture view of structure and data flows and a QA view of observable behavior and edge cases. It scopes the analysis, explores with Glob, Grep and Read, traces data flows and request paths, writes the observed requirements in EARS format and flags areas that need clarification.
Spec Miner fits situations like: getting up to speed on an inherited project with no documentation; documenting what an old module actually does; extracting requirements from implementation before a rewrite; onboarding to a new codebase.
Run `npx skills add Jeffallan/claude-skills --skill spec-miner -a claude-code`. Or copy the skill folder (skills/spec-miner in Jeffallan/claude-skills) into .claude/skills/spec-miner in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Jeffallan/claude-skills --skill spec-miner -a codex`. Or copy the skill folder (skills/spec-miner in Jeffallan/claude-skills) into .agents/skills/spec-miner in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Jeffallan/claude-skills --skill spec-miner -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/spec-miner, .gemini/skills/spec-miner, .github/skills/spec-miner and .opencode/skills/spec-miner in your project.
SKILL.md names no scripts, command-line tools or credentials: Spec Miner is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob.
SKILL.md names 3 domains. As links in the text: github.com, synergetic.solutions and jeffallan.github.io. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Spec Miner is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.9k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Spec Miner: Project Onboarding Guide from Knowledge Graph (Egonex-AI/Understand-Anything, 86k stars), Deepwiki Rs (sopaco/deepwiki-rs, 3.1k stars), Acquire Codebase Knowledge (github/awesome-copilot, 40k stars) and Codex Proxy RS Development Guide (zyycn/codex-proxy-rs, 766 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Jeffallan (a GitHub user) maintains it in Jeffallan/claude-skills, which has 11,788 GitHub stars. The repository holds 58 skills in this directory. The repository was last updated on October 3, 2026.
Source: Jeffallan/claude-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.