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Get Started Free →Two-mode aeon.yml workflow builder - analyze inspects URLs and emits a tiered, signal-verified skill-enablement plan plus an aeon.yml diff; enable flips slugs to enabled:true and opens a PR.
.claude/skills/aeonfun-auto-workflow-builder/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 295% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 430% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 280% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 294% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 294% | 0% |
<!-- autoresearch: variation B — sharper output (priority tiers + data-verification gates + delta-against-existing + exit taxonomy) + slug-enable execution branch (validate → commit → PR) --> > ${var} — selects the mode: > - Analyze (default): a URL to analyze (GitHub repo, X account, blog, project site, API docs, etc.). Multiple URLs comma-separated. Prefix a URL with force: to re-analyze one already in the ledger. Produces a tiered recommendation article + an aeon.yml diff — it does not mutate aeon.yml. > - Enable: enable:slug1,slug2,… — flip those skills' enabled: false → true in aeon.yml, validate each against skills/, then commit + open a PR. enable:dry-run:slug1,slug2 validates and reports without editing, committing, or opening a PR. > > Example values: https://example.com/blog · @vitalikbuterin, github.com/foundry-rs/foundry · force:https://mirror.xyz/somedao · enable:rss-digest,github-monitor · enable:dry-run:price-alert
One skill, two ends of the same loop: analyze decides what to enable for a new watch target; enable actually flips the switch. Dispatch enable: with the slugs the analyze run put in its MUST tier and you close the loop — recommendation to merged PR — without a second skill.
Analyze mode verifies every recommendation is backed by an observed signal on the URL, tiers output into MUST (2–3 max) / SHOULD / NICE with a one-line concrete "why", emits a delta against the current aeon.yml rather than a full config dump, stays silent when existing config already covers the URL, and anchors skill names in skills.json (authoritative), not a stale mapping table. It writes an article + updates a ledger; it never edits aeon.yml.
Enable mode does the mechanical part analyze deliberately leaves to the operator: a slug-scoped enabled: false → true substitution in aeon.yml, gated by directory presence / current-disabled-state / chain-conflict checks, committed on a fresh branch and shipped as a PR with per-skill rationale. Explicit opt-in only — the operator names the slugs; nothing flips on main until they click merge.
memory/MEMORY.md for high-level context and skim the last ~3 days of memory/logs/ — drop anything already reported so you don't re-emit the same signal.${var} to pick the branch:${var} is empty → Analyze branch, empty-input path → exit AUTO_WORKFLOW_EMPTY, notify auto-workflow: set var= to one or more URLs (comma-separated), or enable:slug1,slug2 to flip skills on.${var} starts with enable: (case-insensitive) → Enable branch. Strip the enable: prefix; the remainder is the slug list (which may itself begin with dry-run:). Go to Mode B.If the (post-preamble) input is empty → exit AUTO_WORKFLOW_EMPTY, notify as above.
Parse ${var}:
,, trim each entryforce: prefix on any entry → sets force=true for that URL (skip ledger dedup)https:// if scheme missingtwitter.com/ → x.com/@handle → https://x.com/handle/, fragment, and tracking params (utm_*, ref, src, s, t).git on github URLsjavascript:, data:, local file URLs → exit AUTO_WORKFLOW_ERROR with the bad URLRead context:
memory/MEMORY.md — operator interestsaeon.yml — CURRENT skill enablement, var, schedule, model per skill (this is the comparison baseline)skills.json — authoritative installed-skill listmemory/topics/auto-workflow-analyzed.md (if exists) — for ledger dedupLedger dedup: If a URL is in the ledger with analyzed_at within the last 14 days and force is not set for it, skip it with already_analyzed reason. If ALL inputs are dedup-skipped → exit AUTO_WORKFLOW_NO_CHANGE, notify nothing, log a one-line skip entry.
For each remaining URL, WebFetch with prompt: "Return page title, meta description, all <link rel='alternate'>, og: meta tags, social handle links (x.com, github.com, t.me, discord), detected RSS/Atom feed URLs, and any token contract addresses (0x… or Solana base58 near the words 'token'/'contract'/'mint'). Report the most recent date on the page. Report the tech stack (Jekyll/Hugo/Next.js/WordPress etc)."
If fetch fails or returns <300 chars of meaningful content, try fallbacks: /robots.txt, /sitemap.xml, gh api for github URLs. If all fail → mark this URL FETCH_FAILED with reason and continue to next URL.
Classify into ONE primary category: github-repo / github-org / x-account / blog-or-news / crypto-project / api-or-docs / research / product / community / personal-site / other.
Extract concrete signals (the "why" anchors for later recommendations):
feed_urls: list of RSS/Atom URLs discoveredx_handles: list of X handles linked from pagegithub_repos: list of owner/repo from page linkstoken_contracts: list of (chain, address, symbol) tupleslast_update: most recent date found (ISO)update_cadence: estimate — active (<7d old), steady (<30d), quiet (<90d), dormant (≥90d)tech: stack hint if anyIf classification confidence is low (sparse signals, no category clearly matches), mark UNCLASSIFIED for this URL and skip to next.
For each URL, generate candidate skills by intersecting:
category and extracted signalsskills.jsonUse this hint table — but only emit skills whose slug exists in skills.json (drop any slug not found):
| Category | Hint skills | Requires signal | |----------|-------------|----------------| | github-repo | github-monitor, github-issues, github-releases, pr-review, operator-scorecard, repo-pulse, repo-article, code-health | owner/repo resolves via gh api | | github-org | github-monitor, repo-pulse, repo-scanner | owner resolves as Organization or User with ≥5 repos | | x-account | fetch-tweets, tweet-roundup, list-digest, refresh-x | x_handle extracted | | blog-or-news | rss-digest, digest, article | ≥1 feed_url OR dated articles | | crypto-project | price-alert, token-movers, onchain-monitor, defi-overview, treasury-info | token_contract OR token_symbol | | api-or-docs | deep-research | product is genuinely new + operator interest match | | research | paper-pick, paper-digest, research-brief | arXiv-like URL or lab site | | community | reddit-digest, telegram-digest, farcaster-digest, channel-recap | corresponding channel URL on page | | product | deep-research, search-skill | operator interest match | | personal-site | rss-digest, fetch-tweets | needs feed OR handle |
For each candidate, verify: does this URL actually have the data the skill needs?
| Skill need | Verification | |------------|-------------| | RSS feed URL | at least one valid feed_url in signals | | X handle | x_handle extracted (not just a generic x.com link) | | GitHub owner/repo | gh api returns 200 | | Token contract | contract verified on DexScreener/CoinGecko (WebFetch fallback) | | Topic string | operator's MEMORY.md mentions the topic or category |
If verification fails, do not recommend the skill. Record the skipped candidate as unverified: <reason> in the source-status footer — never carry to the output table.
Rank each verified candidate into exactly one tier:
update_cadence ≠ dormant). Cap at 3 per URL, 5 total across batch.MEMORY.md.For each tiered recommendation, write a single-sentence why that names at least one concrete signal from the URL:
rss-digest — MUST. Feed at /feed.xml, 12 posts in last 30d, cadence active.fetch-tweets — MUST. Handle @example, profile links 3 active product threads.rss-digest — MUST. Blogs usually have feeds. (generic, no URL signal)token-alert — SHOULD. Crypto project, might want price alerts. (no contract verified)Banned justifications: "typically", "often", "you might want", "could be useful", "in case". If you catch one of those, rewrite or drop the recommendation.
Dormant URLs (update_cadence = dormant): demote all candidates by one tier. If MUST → SHOULD. If SHOULD → NICE. If NICE → drop.
For each tiered recommendation, compute the delta:
| Recommended state | Current state in aeon.yml | Action | |-------------------|--------------------------|--------| | enabled:true, var:"X", schedule:"Y" | enabled:false | ENABLE | | enabled:true, var:"X" | enabled:true, var:"" | SET_VAR | | enabled:true, var:"X,Y" | enabled:true, var:"X" | APPEND_VAR | | enabled:true, schedule:"Y" | enabled:true, schedule:"Z" (equivalent cadence) | NO_CHANGE | | already enabled matching suggestion | — | NO_CHANGE |
Skills with action NO_CHANGE drop out of the output. If EVERY tiered recommendation is NO_CHANGE → exit AUTO_WORKFLOW_NO_CHANGE:
### auto-workflow\n- Mode: analyze\n- Input: ${var}\n- Exit: NO_CHANGE — existing config covers ${N_OK}/${N_TOTAL} URLs\n- Ledger updatedRecommendations with action ENABLE are the exact slugs the operator can hand back to Enable mode — surface them as a copy-paste enable: dispatch (see A6).
For each MUST/SHOULD skill:
skills/{slug}/SKILL.md (skip if missing — flag CATALOG_DRIFT in footer).\$[A-Z][A-Z0-9_]{2,} to enumerate env-var references..github/workflows/*.yml (grep secrets\.[A-Z_]+).MISSING_SECRET: <NAME>.Never read or echo secret values. Enumerate names only.
Output shape (keep it tight — no tables for empty categories):
markdown# Auto-Workflow: ${input_summary} *${today} · ${exit_mode}* **Verdict:** ${one_line} <!-- examples: "2 new enables, 1 var update. Missing VERCEL_TOKEN blocks deploy-prototype recommendation." "1 new enable. All else already active." --> ## URLs | URL | Category | Cadence | Key signals | |-----|----------|---------|-------------| | ... | blog-or-news | active | feed=/rss.xml, 12 posts/30d | ## MUST (apply now) - **rss-digest** — `ENABLE`, var: `"https://example.com/feed"`, schedule: `"0 7 * * *"`. Feed at /feed.xml, 12 posts in 30d. Secrets: OK. - **fetch-tweets** — `SET_VAR`, var append: `"@example"`, schedule unchanged. Handle active, 3 product threads last week. Secrets: MISSING_SECRET: X_API_BEARER. ## SHOULD (consider this week) - **github-monitor** — ... ## NICE (only if interested) - **paper-pick** — ... ## aeon.yml diff \`\`\`yaml # enable rss-digest: { enabled: true, schedule: "0 7 * * *" } # update var (existing: "") fetch-tweets: { enabled: true, var: "@example" } \`\`\` ## Apply the enables Flip the `ENABLE` recommendations in one dispatch: \`\`\` enable:${comma_separated_ENABLE_slugs} \`\`\` (or `enable:dry-run:${...}` to preview the PR without committing) ## feeds.yml additions \`\`\`yaml feeds: - name: Example url: https://example.com/feed \`\`\` ## New skill proposals (none unless ≥2 URLs share a gap no installed skill fills — see constraints) ## Source status - fetch: ${N_OK}/${N_TOTAL} (failed: ${list with reasons}) - classification: ${N_CLASSIFIED} / ${UNCLASSIFIED count} - verification: ${verified_count} passed, ${unverified_count} dropped (${sample reasons}) - catalog drift: ${list of referenced slugs missing on disk, or "none"} - missing secrets: ${sorted unique list, or "none"} - ledger: ${dedup_skipped} URLs already analyzed in last 14d (use `force:URL` to re-run) ## Exit mode ${AUTO_WORKFLOW_OK | AUTO_WORKFLOW_NO_CHANGE | AUTO_WORKFLOW_EMPTY | AUTO_WORKFLOW_FETCH_FAILED | AUTO_WORKFLOW_UNCLASSIFIED | AUTO_WORKFLOW_ERROR}
Append to memory/topics/auto-workflow-analyzed.md:
markdown## ${today} - ${normalized_url} — ${category} — ${N_must} MUST / ${N_should} SHOULD — output/articles/auto-workflow-${today}.md
Log to memory/logs/${today}.md (see the shared Log section — analyze discriminator).
Notify via ./notify — but only if exit_mode ∈ {OK, FETCH_FAILED_PARTIAL, ERROR, UNCLASSIFIED}. Skip on NO_CHANGE.
Template:
*Auto-Workflow — ${today}*
${exit_mode}
${verdict_one_line}
MUST (${N}):
- skill-a → ${action} (why)
- skill-b → ${action} (why)
${missing_secrets_line_if_any}
Apply: enable:${comma_separated_ENABLE_slugs}
Full: output/articles/auto-workflow-${today}.mdToday is ${today}. Skills can sit at enabled: false for days while the operator is occupied elsewhere. The human review of "is this skill ready to run" is not what blocks activation — the typing is. This branch makes the typing one dispatch.
Flipping enabled: false → true in aeon.yml is mechanical:
enabled: false, slug doesn't appear under chains: (which would conflict with a top-level entry)Explicit opt-in is the safety bar. No scheduled run, no automatic discovery. The operator names the slugs (or copies them from an analyze run's enable: line). The branch validates them and writes a PR — nothing flips on main until the operator clicks merge.
The input to this branch is the post-enable: remainder of ${var} (call it ENABLE_INPUT).
ENABLE_INPUT empty → log SKILL_ENABLER_NO_INPUT and exit. Do not flip anything on empty input. Send no notification — silence is correct when there's nothing to do. (This preserves the "never flip on empty" safety bar: enable: with no slugs is a silent no-op.)ENABLE_INPUT starts with dry-run: → MODE=dry-run. Strip the prefix; the remainder is the slug list. In dry-run: parse + validate + report, but do not edit aeon.yml, commit, or open a PR.MODE=execute. Treat ENABLE_INPUT as the slug list.Split the slug list on comma. Trim whitespace from each entry. Drop empty entries (handles trailing commas). Lowercase each slug. Deduplicate, preserving first-seen order.
Validate slug format: each must match ^[a-z0-9][a-z0-9-]{0,63}$. Slugs that fail this check are tagged BAD_SLUG_FORMAT in step B3 — they don't poison the run, but they don't get enabled either.
If after parsing the input list is empty (e.g. it was just commas/whitespace), log SKILL_ENABLER_NO_INPUT and exit silently.
Required reads — all in the current working directory (this fork's repo root):
aeon.yml — the file to patch. Read once at start; rewrite once at end.skills/ directory — ls skills/ gives the set of skills present in this fork. A slug must have a skills/${slug}/ directory or it's MISSING_DIRECTORY.skills.json (optional) — used for the per-skill rationale ("registered skill: <description>"). Missing skills.json is a warning, not a failure; rationale falls back to the SKILL.md frontmatter description field, then to the slug itself if both are absent.If aeon.yml is missing or unreadable → log SKILL_ENABLER_NO_CONFIG and exit with notification (operator can't proceed without it).
For each parsed slug, walk these gates in order. The first failing gate is the slug's verdict; do not check subsequent gates for that slug.
| Gate | Pass condition | Failure tag | |------|----------------|-------------| | 1. Format | matches ^[a-z0-9][a-z0-9-]{0,63}$ | BAD_SLUG_FORMAT | | 2. Directory | skills/${slug}/SKILL.md exists | MISSING_DIRECTORY | | 3. Present in aeon.yml | aeon.yml contains a top-level entry ${slug}: under skills: | NOT_IN_AEON_YML | | 4. Not under chains | the slug does NOT appear as a skill: entry under chains: (chains run skills as steps, not standalone — flipping the top-level entry produces double-runs) | CHAIN_CONFLICT | | 5. Currently disabled | the slug's line currently contains enabled: false | ALREADY_ENABLED if enabled: true; UNPARSEABLE_STATE if neither |
For each slug record one of:
ELIGIBLE — passed every gateFor each ELIGIBLE slug, patch the matching line in aeon.yml:
${slug}: { enabled: false, ... → ${slug}: { enabled: true, ...Use an exact-match substitution scoped to the slug — never a global enabled: false → true replace. Each slug should match exactly one line; if the file contains the slug twice (e.g. a chain reference duplicated as a top-level entry), gate 4 would have caught it as CHAIN_CONFLICT and we wouldn't be editing it here.
Preserve every other character on the line — schedule, model, var, the trailing comment — byte-for-byte. The only change is false → true in the enabled: field.
After all eligible slugs are patched, write aeon.yml once. Do not write per-slug; one final write avoids partial-state on a mid-loop failure.
If zero slugs are ELIGIBLE:
ALREADY_ENABLED → log SKILL_ENABLER_ALL_ALREADY_ENABLED and notify (operator should know the work is already done).SKILL_ENABLER_NO_ELIGIBLE and notify with the failure breakdown so the operator can fix the input.bashgit checkout -b feat/enable-skills-${today} git add aeon.yml git commit -m "chore: enable ${N} skill(s) — ${comma_separated_slugs}" git push -u origin feat/enable-skills-${today}
${N} is the count of ELIGIBLE slugs that were patched. ${comma_separated_slugs} lists their slugs (capped at 6 in the title; if more, append +${overflow}).
If git push fails with auth issues (workflows-scope PAT not configured, etc.), log SKILL_ENABLER_PUSH_FAILED and notify with the underlying error message — the operator may need to set up the right token. Do not retry indefinitely.
bashgh pr create \ --title "chore: enable ${N} skill(s)" \ --body "$(cat <<EOF ## What Flips \`enabled: false → true\` for ${N} skill(s) in \`aeon.yml\`: ${per_skill_table} ## Why Operator dispatch via \`auto-workflow\` enable mode with explicit slug list. Each slug was validated against skills/ directory presence, current disabled state, and chain-conflict checks before patching. ## Verify - [ ] Each enabled skill's next scheduled run lands on its expected cron tick - [ ] No regressions in adjacent skills (cron windows don't overlap with newly enabled work) - [ ] Notification channels (Telegram / Discord / Slack) are configured if the enabled skill writes notifications --- *Built autonomously by auto-workflow (enable mode)* EOF )"
${per_skill_table} is a Markdown table with columns: Slug | Schedule | Rationale. Rationale is pulled from skills.json description, or skills/${slug}/SKILL.md frontmatter description, or the slug itself if neither is available. Schedule is the cron string from the patched aeon.yml line.
Capture the PR URL from gh pr create's stdout. If gh pr create fails, log SKILL_ENABLER_PR_FAILED with the error, but do not roll back the push — the branch is already on origin and the operator can open the PR manually from the GitHub UI.
Send via ./notify:
*Auto-Workflow (enable) — ${today}*
Enabled ${N} skill(s) in aeon.yml via PR:
${bullet_list_eligible_slugs}
${ineligible_section_if_any}
PR: ${pr_url}
Branch: feat/enable-skills-${today}
Note: cron picks up the change on next scheduled tick after the PR merges. Use \`gh workflow run aeon.yml -f skill=<slug>\` to fire any of them immediately if you want a same-day signal.${ineligible_section_if_any} is omitted entirely if every slug was ELIGIBLE. Otherwise, group the ineligible slugs by failure tag and list them:
Ineligible (${M}):
- ALREADY_ENABLED (${k}): slug-a, slug-b
- MISSING_DIRECTORY (${k}): slug-c
- NOT_IN_AEON_YML (${k}): slug-d
- ...For dry-run mode, prefix the notification with [DRY RUN — no changes made] and omit the PR: / Branch: lines.
Log to memory/logs/${today}.md (see the shared Log section — enable discriminator).
Status mapping (the Status field in the log):
SKILL_ENABLER_OK — every input slug was ELIGIBLE and got patchedSKILL_ENABLER_PARTIAL — at least one slug ELIGIBLE AND at least one slug ineligible (mixed outcome)SKILL_ENABLER_NO_ELIGIBLE — zero slugs eligible, but at least one was a real ineligible (operator's input had problems)SKILL_ENABLER_ALL_ALREADY_ENABLED — every slug was already enabled: true (the work was already done)SKILL_ENABLER_NO_INPUT — enable: remainder was empty or contained no parseable slugs (silent exit)SKILL_ENABLER_NO_CONFIG — aeon.yml missing or unreadableSKILL_ENABLER_PUSH_FAILED / SKILL_ENABLER_PR_FAILED — the file was patched but git or gh choked downstreamSKILL_ENABLER_DRY_RUN — dry-run: prefix consumed; validation reported, no edits madeAppend to memory/logs/${today}.md under ONE ### auto-workflow heading (the health loop parses this shape). The first bullet is a Mode: discriminator naming which branch ran.
Analyze run:
### auto-workflow
- Mode: analyze
- Input: ${var}
- Exit: ${exit_mode}
- URLs: ${N_OK}/${N_TOTAL} analyzed
- Recommendations: ${N_must} MUST, ${N_should} SHOULD, ${N_nice} NICE (${N_no_change} already active, dropped)
- Missing secrets: ${list or "none"}
- Article: output/articles/auto-workflow-${today}.mdEnable run:
### auto-workflow
- Mode: enable (${execute|dry-run})
- Input slugs: ${enable_remainder_of_var}
- Eligible: ${N} — ${list_eligible}
- Ineligible: ${M} — ${grouped_by_tag}
- PR: ${pr_url_or_none}
- Branch: ${branch_or_none}
- File touched: aeon.yml
- Notification: sent
- Status: ${SKILL_ENABLER_* status from B8}WebFetch for untrusted URL content; gh api for GitHub (auth handled internally). CoinGecko/DexScreener confirmation of contracts uses WebFetch. If a URL is JS-only (SPA), fall back to /sitemap.xml or gh api equivalents — do not attempt a JS render.git/gh CLI; no external HTTP. gh handles auth via the workflow's GITHUB_TOKEN (a workflows-scope PAT is preferred — required for aeon.yml edits to land cleanly; without workflows scope, the push fails at B5 and the branch exits with SKILL_ENABLER_PUSH_FAILED). If gh pr create itself fails (rate-limit, transient 5xx), retry once after 30s; persistent failure → log SKILL_ENABLER_PR_FAILED and notify with the error so the operator can open the PR manually from the pushed branch.SUSPECT_CONTENT in the source-status footer and drop that URL's classification confidence by one tier..env contents or workflow secrets into output/articles/ or memory/.Analyze mode:
skills.json. Drop any hint-table entry whose slug is missing..github/workflows/*.yml.force: input prefix to bypass dedup, not direct edits.aeon.yml. It emits a diff and an enable: line; applying it is the operator's decision (via enable mode or a manual merge).Enable mode:
enable: dispatch must produce zero edits and zero PRs.chains:. Chains run skills as workflow steps; flipping the top-level enabled: false would create a double-run schedule. Gate 4 catches this.enabled: false → true. Use slug-scoped substitution. A global replace would flip every disabled skill in the file — exactly the autonomy-overstep this branch is designed to avoid.workflow_dispatch only. There's no cron entry — the operator dispatches by hand each time.aeon.yml (e.g. defined as a top-level skill AND referenced inside a chains: block): gate 4 catches this and tags CHAIN_CONFLICT. The slug is not patched. The operator must resolve the duplication manually.enabled: line uses unusual whitespace (e.g. enabled : false or enabled:false with no space): the substitution should be tolerant — match enabled\s*:\s*false. If no match is found despite gate 5 reporting enabled: false, tag UNPARSEABLE_STATE and report it in the ineligible breakdown.feat/enable-skills-${today} already exists locally because the operator ran enable twice in one day): pick a numeric suffix — feat/enable-skills-${today}-${run_count} — and proceed. The existing branch is left untouched; a separate PR is opened.enabled: false AND has schedule: workflow_dispatch: still eligible. The operator's intent is to mark it as "active in this fork" so heartbeat treats it as expected-but-on-demand rather than disabled-and-ignored. The PR is the right outcome.aeon.yml line has a trailing comment that mentions false: the substitution must scope to the enabled: key only — match enabled\s*:\s*false, do not touch other false tokens on the line. The most likely format is ${slug}: { enabled: false, ... } # comment and the substitution should change enabled: false, (with the comma) without touching the comment.slug-a,slug-a): deduplicate during parsing in B1 — second occurrence is dropped silently. Don't fail the run.MODE=dry-run with a valid slug list: report all gates as if executing, but include [DRY RUN] in every log line and notification, and DO NOT branch / commit / push / open a PR. Status: SKILL_ENABLER_DRY_RUN.Other measured skills in the registry, with their headline benchmark lift.