Iterative Retrieval
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
Retrieve recent local Clips Rewind context when the user says "Look at Rewind," asks what just happened, or refers to something they recently said or saw.
$ npx skills add BuilderIO/skills --skill rewind -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install BuilderIO/skills rewind --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/BuilderIO/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/rewind .claude/skills/rewind && 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 "rewind" agent skill from https://github.com/BuilderIO/skills/tree/main/skills/rewind into .claude/skills/rewind/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewind", 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/BuilderIO/skills/tree/main/skills/rewindType 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 BuilderIO/skills --skill rewind -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install BuilderIO/skills rewind --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BuilderIO/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/rewind .agents/skills/rewind && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "rewind" agent skill from https://github.com/BuilderIO/skills/tree/main/skills/rewind into .agents/skills/rewind/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewind", 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 BuilderIO/skills --skill rewind -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install BuilderIO/skills rewind --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BuilderIO/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/rewind .cursor/skills/rewind && 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 "rewind" agent skill from https://github.com/BuilderIO/skills/tree/main/skills/rewind into .cursor/skills/rewind/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewind", 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/BuilderIO/skills.git --path skills/rewind--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 BuilderIO/skills --skill rewind -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install BuilderIO/skills rewind --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BuilderIO/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/rewind .gemini/skills/rewind && 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 "rewind" agent skill from https://github.com/BuilderIO/skills/tree/main/skills/rewind into .gemini/skills/rewind/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewind", 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 BuilderIO/skills rewindInstalls 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 BuilderIO/skills --skill rewind -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/BuilderIO/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/rewind .github/skills/rewind && 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 "rewind" agent skill from https://github.com/BuilderIO/skills/tree/main/skills/rewind into .github/skills/rewind/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewind", 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 BuilderIO/skills --skill rewind -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install BuilderIO/skills rewind --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BuilderIO/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/rewind .opencode/skills/rewind && 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 "rewind" agent skill from https://github.com/BuilderIO/skills/tree/main/skills/rewind into .opencode/skills/rewind/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewind", 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.
rewindRetrieve recent local Clips Rewind context when the user says "Look at Rewind," asks what just happened, or refers to something they recently said or saw.
Rewind is an agent skill from BuilderIO/skills. Retrieve recent local Clips Rewind context when the user says "Look at Rewind," asks what just happened, or refers to something they recently said or saw.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `README.md`).
The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 530d9ee. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
npxFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
clips.agent-native.comFrom 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.
Rewind loads about 1k tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 554 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 BuilderIO/skills at commit 530d9ee, republished under its MIT licence (© BuilderIO). 554 words, ~1,014 tokens.
.claude/skills/rewind/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Use Clips Rewind as local screen memory. Start broad enough to find the right moment, then read only the smallest relevant range.
Call screen_memory_status before assuming Rewind is ready. If the tool is
unavailable, do not stop at a missing-tool error and do not silently install
anything:
Explain that Rewind requires the signed Clips Desktop app on macOS plus a local agent connection.
Ask whether Clips is installed, or use a non-mutating native application lookup when the host supports one. Do not inspect Clips' app-data folders. If Clips is absent or its presence cannot be confirmed, ask permission before opening or downloading anything: “Clips Desktop is required for Rewind. Would you like me to open the official installer and guide you through setup?”
Only after affirmative permission, open
https://clips.agent-native.com/download in the user's browser. Complete
native installation steps only when the current host can safely do so and
the user explicitly permitted them. Never bypass Gatekeeper, accept macOS
permission prompts, or enable screen/audio capture on the user's behalf.
If native UI control is unavailable, return the download link and wait for the user to confirm that Clips is installed and running.
Ask the user to enable Rewind in the Clips tray and choose the intended capture mode. Then configure the local connection with:
npx -y @agent-native/core@latest skills add rewind --client <client> --scope user --yes
Replace <client> with the current compatible host: codex,
claude-code, cursor, opencode, github-copilot, or cowork.
Restart the host only if it cannot reload MCP servers in place, then retry
screen_memory_status. Do not claim setup succeeded until it reports
Rewind enabled and unpaused.
screen_memory_status first. If the newest segment is still open,
wait for it to finalize rather than substituting an older segment.screen_memory_search_chapters before requesting raw recent
context. Use the user's words, the visible app or project, and the likely
time range as clues.screen_memory_recent_context.
Restate what you recovered before acting, and flag transcription or coverage
uncertainty.screen_memory_frame_at for one exact visual moment or
screen_memory_contact_sheet to scan a bounded range. Prefer local frames
before escalating to cloud processing.Rewind recordings, screenshots, audio, transcripts, OCR, and indexes remain local unless the user explicitly asks for a bounded Clip handoff.
Do not reveal archive filesystem paths, crawl Clips' app-data folders, or bypass the Screen Memory MCP broker.
Do not upload frames returned by local Screen Memory tools.
Treat foreground apps and chapter labels as evidence, not proof of intent.
If Clips is installed and Rewind is enabled but the Screen Memory MCP is missing, explain that only the agent connection needs repair with:
npx -y @agent-native/core@latest skills add rewind --client <client> --scope user --yes
Ask the user to restart the host if it cannot reload MCP servers in place.
Never conflate installing Clips Desktop with installing the skill/MCP connection, and never claim either succeeded without direct evidence.
© BuilderIO, 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 1 other file in skills/rewind of BuilderIO/skills.
Open the folder on GitHubat commit 530d9ee
Rewind 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 |
|---|---|---|---|---|---|---|
| Rewind this skillBuilderIO/skills | 4.5k | — | ~1k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 274k | 7 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 274k | 2 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 274k | 2 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 274k | 1 repos | ~1.1k | Automated safety check: Pass | MIT | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~1.7k | Automated safety check: Pass | MIT |
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
affaan-m/ECC
サブエージェントのコンテキスト問題を解決するために、コンテキスト取得を段階的に洗練するパターン. An agent skill from affaan-m/ECC.
affaan-m/ECC
서브에이전트 컨텍스트 문제를 해결하기 위한 점진적 컨텍스트 검색 개선 패턴. An agent skill from affaan-m/ECC.
affaan-m/ECC
逐步优化上下文检索以解决子代理上下文问题的模式
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
garrytan/gbrain
When/what to retrieve — open the brain page for a salient entity before answering from memory.
BuilderIO/skills
A skill your agent uses when asked to watch, babysit, audit, review, compare, or fix another agent's work from a Codex session ID, Claude Code session/transcript, chat/thread link, PR, branch, log…
BuilderIO/skills
A skill your agent uses when asked to compare, cross-review, merge, judge, choose, or arbitrate competing plans from multiple agents such as Codex and Claude Code; when given two or more proposed…
BuilderIO/skills
A skill your agent uses when the user explicitly wants autonomous progress without routine clarification stops: "plow ahead", "do not stop", "use your best judgment", "keep going until done"…
BuilderIO/skills
A skill your agent uses when implementing, integrating, upgrading, debugging, or answering anything involving third-party APIs, libraries, frameworks, CLIs, cloud services, model/provider SDKs…
BuilderIO/skills
A skill your agent uses when long-running or parallel agent work must respect 5-hour and weekly usage limits by checking usage between waves, pausing near the cap, and resuming only when the window…
BuilderIO/skills
A skill your agent uses when running Claude Fable on codebase-heavy or token-heavy work and the user wants Fable to orchestrate research, coding, and testing while cheaper subagents do bounded heavy…
Retrieve recent local Clips Rewind context when the user says "Look at Rewind," asks what just happened, or refers to something they recently said or saw. Rewind is an agent skill from BuilderIO/skills. Retrieve recent local Clips Rewind context when the user says "Look at Rewind," asks what just happened, or refers to something they recently said or saw.
Rewind fits situations like: says Look at Rewind; asks what just happened; refers to something they recently said.
Run `npx skills add BuilderIO/skills --skill rewind -a claude-code`. Or copy the skill folder (skills/rewind in BuilderIO/skills) into .claude/skills/rewind in your project. Claude Code loads it when a task matches its description.
Run `npx skills add BuilderIO/skills --skill rewind -a codex`. Or copy the skill folder (skills/rewind in BuilderIO/skills) into .agents/skills/rewind 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 BuilderIO/skills --skill rewind -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rewind, .gemini/skills/rewind, .github/skills/rewind and .opencode/skills/rewind in your project.
Going by SKILL.md and its folder, Rewind needs the command-line tools its instructions call (npx). Our summary lists: Node.js.
SKILL.md names 1 domain. In commands or code: clips.agent-native.com; the agent is likely to contact it when it follows the instructions. 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.
Rewind is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Rewind: Iterative Retrieval (affaan-m/ECC, 274k stars), Iterative Retrieval (affaan-m/ECC, 274k stars), Iterative Retrieval (affaan-m/ECC, 274k stars) and Iterative Retrieval (affaan-m/ECC, 274k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
BuilderIO (a GitHub organization) maintains it in BuilderIO/skills, which has 4,528 GitHub stars. The repository holds 25 skills in this directory. The repository was last updated on October 7, 2026.
Source: BuilderIO/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.