Iterative Retrieval
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
One iteration of an unattended development loop. An agent skill from delorenj/mcp-server-trello.
$ npx skills add delorenj/mcp-server-trello --skill bmad-dev-auto -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install delorenj/mcp-server-trello bmad-dev-auto --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/delorenj/mcp-server-trello.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agent/skills/bmad-dev-auto .claude/skills/bmad-dev-auto && 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 "bmad-dev-auto" agent skill from https://github.com/delorenj/mcp-server-trello/tree/main/.agent/skills/bmad-dev-auto into .claude/skills/bmad-dev-auto/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bmad-dev-auto", 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/delorenj/mcp-server-trello/tree/main/.agent/skills/bmad-dev-autoType 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 delorenj/mcp-server-trello --skill bmad-dev-auto -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install delorenj/mcp-server-trello bmad-dev-auto --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/delorenj/mcp-server-trello.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agent/skills/bmad-dev-auto .agents/skills/bmad-dev-auto && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bmad-dev-auto" agent skill from https://github.com/delorenj/mcp-server-trello/tree/main/.agent/skills/bmad-dev-auto into .agents/skills/bmad-dev-auto/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bmad-dev-auto", 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 delorenj/mcp-server-trello --skill bmad-dev-auto -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install delorenj/mcp-server-trello bmad-dev-auto --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/delorenj/mcp-server-trello.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agent/skills/bmad-dev-auto .cursor/skills/bmad-dev-auto && 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 "bmad-dev-auto" agent skill from https://github.com/delorenj/mcp-server-trello/tree/main/.agent/skills/bmad-dev-auto into .cursor/skills/bmad-dev-auto/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bmad-dev-auto", 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/delorenj/mcp-server-trello.git --path .agent/skills/bmad-dev-auto--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 delorenj/mcp-server-trello --skill bmad-dev-auto -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install delorenj/mcp-server-trello bmad-dev-auto --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/delorenj/mcp-server-trello.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agent/skills/bmad-dev-auto .gemini/skills/bmad-dev-auto && 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 "bmad-dev-auto" agent skill from https://github.com/delorenj/mcp-server-trello/tree/main/.agent/skills/bmad-dev-auto into .gemini/skills/bmad-dev-auto/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bmad-dev-auto", 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 delorenj/mcp-server-trello bmad-dev-autoInstalls 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 delorenj/mcp-server-trello --skill bmad-dev-auto -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/delorenj/mcp-server-trello.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agent/skills/bmad-dev-auto .github/skills/bmad-dev-auto && 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 "bmad-dev-auto" agent skill from https://github.com/delorenj/mcp-server-trello/tree/main/.agent/skills/bmad-dev-auto into .github/skills/bmad-dev-auto/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bmad-dev-auto", 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 delorenj/mcp-server-trello --skill bmad-dev-auto -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install delorenj/mcp-server-trello bmad-dev-auto --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/delorenj/mcp-server-trello.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agent/skills/bmad-dev-auto .opencode/skills/bmad-dev-auto && 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 "bmad-dev-auto" agent skill from https://github.com/delorenj/mcp-server-trello/tree/main/.agent/skills/bmad-dev-auto into .opencode/skills/bmad-dev-auto/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bmad-dev-auto", 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.
bmad-dev-autoOne iteration of an unattended development loop. An agent skill from delorenj/mcp-server-trello.
Bmad Dev Auto is an agent skill from delorenj/mcp-server-trello. One iteration of an unattended development loop. Use when invoked by name.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files (for example `compile-epic-context.md`, `spec-template.md` and `step-01-clarify-and-route.md`).
The repository describes itself as: A Model Context Protocol (MCP) server that provides tools for interacting with Trello boards. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 737292f. 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:
python3From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From 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.
Bmad Dev Auto loads about 1.7k tokens when it runs. Until then it costs about 22 tokens; SKILL.md has 831 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 delorenj/mcp-server-trello at commit 737292f, republished under its MIT licence (© delorenj). 831 words, ~1,710 tokens.
.claude/skills/bmad-dev-auto/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.Goal: Turn intent into a hardened, reviewable artifact, without human interaction.
CRITICAL: If a step says "read fully and follow step-XX", you read and follow step-XX. No exceptions.
To HALT with a final status and optional blocking condition:
{spec_folder} and {story_id} are set): the write-back always lands at the id-keyed story spec. The {implementation_artifacts} fallback in step 2 below is never used in this mode, even for halts before planning starts.{spec_file} is still empty, resolve it now:stories.yaml is missing/unparseable, or {story_id} has no matching entry): use the fixed slug segment unresolved: {spec_file} = {spec_folder}/stories/{story_id}-unresolved.md.ambiguous story file match — more than one file already matches {spec_folder}/stories/{story_id}-*.md): use the fixed slug segment ambiguous instead of deriving from the title, so the write-back neither creates a third title-derived candidate nor risks silently landing on one of the existing ambiguous files: {spec_file} = {spec_folder}/stories/{story_id}-ambiguous.md.{spec_file} = {spec_folder}/stories/{story_id}-{slug}.md, where {slug} is a kebab-case slug from title (and description if needed) with no {story_id} prefix — the same derivation step-01's Route uses.{spec_file} exists on disk, update status in frontmatter and append missing result details under ## Auto Run Result.---
status: <final status>
---
# <entry title, or "Story {story_id}" if the entry could not be resolved or the on-disk match was ambiguous>
## Auto Run Result
Status: <final status>
Blocking condition: <blocking condition, if any>{spec_file} is known and exists, update status in frontmatter and append missing result details under ## Auto Run Result.{spec_file} is unknown or missing, create {implementation_artifacts}/bmad-dev-auto-result-<slug-or-timestamp>.md with:---
status: <final status>
---
# BMad Dev Auto Result
Status: <final status>
Blocking condition: <blocking condition, if any>python3 {project-root}/_bmad/scripts/resolve_customization.py --skill {skill-root} --key workflow.on_completeworkflow.on_complete is non-empty, follow it as the final instruction before exiting.Using subagents when instructed is mandatory. If you cannot, HALT with status blocked and blocking condition no subagents.
Invoke every subagent synchronously: launch it, wait for it to return within the same turn, then continue with its result. When a step says to run subagents "in parallel" (e.g. the reviewers), that means several blocking calls awaited together in one turn — not detached execution. Never run a subagent in the background / detached / async (e.g. run_in_background: true), and never end your turn to "await a completion notification." This workflow runs unattended: there is no event loop to resume a yielded turn, so a backgrounded subagent never hands control back and the run stalls. The only sanctioned way to end a turn is the HALT protocol above with an explicit terminal status.
A specification is "Ready for Development" when:
step-01-clarify-and-route.md) resolve from the skill root.{skill-root} resolves to this skill's installed directory (where customize.toml lives).{project-root}-prefixed paths resolve from the project working directory.{skill-name} resolves to the skill directory's basename.Run: python3 {project-root}/_bmad/scripts/resolve_customization.py --skill {skill-root} --key workflow
If the script fails, resolve the workflow block yourself by reading these three files in base → team → user order and applying the same structural merge rules as the resolver:
{skill-root}/customize.toml — defaults{project-root}/_bmad/custom/{skill-name}.toml — team overrides{project-root}/_bmad/custom/{skill-name}.user.toml — personal overridesAny missing file is skipped. Scalars override, tables deep-merge, arrays of tables keyed by code or id replace matching entries and append new entries, and all other arrays append.
Execute each entry in {workflow.activation_steps_prepend} in order before proceeding.
Treat every entry in {workflow.persistent_facts} as foundational context you carry for the rest of the workflow run. Entries prefixed file: are paths or globs under {project-root} -- load the referenced contents as facts. All other entries are facts verbatim.
Load config from {project-root}/_bmad/bmm/config.yaml and resolve:
project_name, planning_artifacts, implementation_artifacts, user_namecommunication_language, document_output_language, user_skill_leveldate as system-generated current datetimeproject_context = **/project-context.md (load if exists){communication_language}{user_skill_level}{document_output_language}Execute each entry in {workflow.activation_steps_append} in order.
Activation is complete after all activation steps have run.
Follow the step files in order. Read one step fully, execute it, then load the next step only when directed. Do not skip, reorder, or pre-load steps.
Read fully and follow: ./step-01-clarify-and-route.md to begin the workflow.
© delorenj, 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 7 other files in .agent/skills/bmad-dev-auto of delorenj/mcp-server-trello.
Open the folder on GitHubat commit 737292f
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in delorenj/mcp-server-trello, which our catalogue first saw on October 7, 2026.
Bmad Dev Auto 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 |
|---|---|---|---|---|---|---|
| Bmad Dev Auto this skilldelorenj/mcp-server-trello | 445 | 1 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 276k | 7 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 276k | 2 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 276k | 2 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 276k | 1 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Grade Iteratealirezarezvani/claude-skills | 28k | — | ~1k | 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
alirezarezvani/claude-skills
Phase 3 of building a Claude Managed Agent — the bounded grade→iterate loop.
ben-manes/caffeine
Analyze concurrent iteration and view consistency guarantees
delorenj/mcp-server-trello
Lossless LLM-optimized compression of source documents. An agent skill from delorenj/mcp-server-trello.
delorenj/mcp-server-trello
Decision-grade research, three ways: draft a deep-research prompt for the user to run in their own tool (ChatGPT, Gemini, Grok, Perplexity, …), process a finished research report — file it, distill…
delorenj/mcp-server-trello
Authors and updates customization overrides for installed BMad skills.
delorenj/mcp-server-trello
A skill your agent uses when the user asks how to build with OpenAI products or APIs, asks about Codex itself or choosing Codex surfaces, needs up-to-date official documentation with citations, help…
delorenj/mcp-server-trello
Produce the architecture: a lean spine of invariants that keeps everything built from it consistent, projected into whatever format the work needs.
delorenj/mcp-server-trello
Facilitate a brainstorming session using diverse creative techniques.
One iteration of an unattended development loop. An agent skill from delorenj/mcp-server-trello. Bmad Dev Auto is an agent skill from delorenj/mcp-server-trello. One iteration of an unattended development loop.
Bmad Dev Auto fits situations like: invoked by name.
Run `npx skills add delorenj/mcp-server-trello --skill bmad-dev-auto -a claude-code`. Or copy the skill folder (.agent/skills/bmad-dev-auto in delorenj/mcp-server-trello) into .claude/skills/bmad-dev-auto in your project. Claude Code loads it when a task matches its description.
Run `npx skills add delorenj/mcp-server-trello --skill bmad-dev-auto -a codex`. Or copy the skill folder (.agent/skills/bmad-dev-auto in delorenj/mcp-server-trello) into .agents/skills/bmad-dev-auto 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 delorenj/mcp-server-trello --skill bmad-dev-auto -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bmad-dev-auto, .gemini/skills/bmad-dev-auto, .github/skills/bmad-dev-auto and .opencode/skills/bmad-dev-auto in your project.
Going by SKILL.md and its folder, Bmad Dev Auto needs the command-line tools its instructions call (python3). Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. 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.
Bmad Dev Auto is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.8k 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 Bmad Dev Auto: Iterative Retrieval (affaan-m/ECC, 276k stars), Iterative Retrieval (affaan-m/ECC, 276k stars), Iterative Retrieval (affaan-m/ECC, 276k stars) and Iterative Retrieval (affaan-m/ECC, 276k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
delorenj (a GitHub user) maintains it in delorenj/mcp-server-trello, which has 445 GitHub stars. The repository holds 64 skills in this directory. The repository was last updated on September 23, 2026.
Source: delorenj/mcp-server-trello on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.