forge-scout
Skill2 starsChanged 8 days agoMITView on GitHub
Use when asked to find a tool (zoek een skill, plugin, MCP).
1 other project uses a version of this, 1 of them edited.
Adopted by
Most recently taken up by
- ForgeyClap/claude-forgeedited, first seen Oct 11, 2026
Other versions1 project uses a version of this.
Word for word · 0
None found.
Edited · 1
- ForgeyClap/claude-forge★ 295% same
Wrote their own version · 0
None found.
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 repository99 other files it gives its agents.
- docs/AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- brainstormingSkill
- claude-md-improverSkill
- dispatching-parallel-agentsSkill
- executing-plansSkill
- finishing-a-development-branchSkill
- forge-a11ySkill
- forge-agent-reportSkill
- forge-agentSkill
- forge-apiSkill
- forge-authSkill
- forge-autoresearchSkill
- forge-botsSkill
- forge-brainstormSkill
- forge-cliSkill
- forge-cmsSkill
- forge-code-reviewSkill
- forge-contextSkill
- forge-councilSkill
- forge-craftSkill
- forge-databaseSkill
- forge-dataSkill
- forge-debugSkill
- forge-deeplearnSkill
- forge-devopsSkill
- forge-docdriftSkill
- forge-doctorSkill
- forge-ecc-adapterSkill
- forge-ecommerceSkill
- forge-electronSkill
- forge-extensionSkill
- forge-figmaSkill
- forge-fullstackSkill
- forge-gameSkill
- forge-graded-verifySkill
- forge-guardianSkill
- forge-heartbeatSkill
- forge-i18n-docsSkill
- forge-intakeSkill
- forge-integrationSkill
- forge-long-form-writingSkill
- forge-mcp-clientsSkill
- forge-memorySkill
- forge-migrationSkill
- forge-mindmapSkill
- forge-mlopsSkill
- forge-mobileSkill
- forge-n8nSkill
- forge-nightshiftSkill
- forge-observabilitySkill
- forge-paymentsSkill
- forge-plan-largeSkill
- forge-prdSkill
- forge-predictionSkill
- forge-projectbrainSkill
- forge-prompt-coachSkill
- forge-qualitySkill
- forge-ragSkill
- forge-registrySkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
8 rules. About 0 are common, 2 are distinctive, and 6 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈2
Distinctive · estimate
This author's own choices. Worth a look.
6
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 24
Before Step 1, check that every search channel you will rely on actually works here (project search, installed skills, the skill corpus, …
- Very specific: line 30
Call forge-bin/forge-scout.cjs terms --domain <domain> [--keywords <k1,k2,...>] first.
- Very specific: line 39
Never hand-write ad-hoc terms when the tool's tailored list already covers the domain.
- Very specific: line 52
Put every candidate found into a JSON list (name, description, url, optional source_kind official|curated|repo|listing|web, updated date, …
- Very specific: line 64
Every candidate found gets exactly one of two verdicts, recorded via forge-bin/forge-scout.cjs record --capability <name> --verdict …
- Very specific: line 80
Before researching ANY capability, call forge-bin/forge-scout.cjs list (or isVetted) to check whether it was already vetted — a prior …
- Distinctive: line 105
before a verdict is recorded.
- Distinctive: line 137
No fan-out beyond these two.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Forge playbook — Scout (external-capability research + vetting)
Do not duplicate existing tools — defer to: forge-mcp-clients skill (the dormant/opt-in MCP doctrine
every APPROVE verdict here still has to clear before anything is ever wired live), forge-bin/forge-scout.cjs
(the tailored-term generator + persistent vetting ledger this file's doctrine is built on top of), and the
watch skill (the ONLY sanctioned way to actually view a candidate's demo/review video — never described
or summarized from a title/thumbnail alone).
What Scout is for
Per-project research into whether an EXTERNAL capability (a published Claude skill, a Claude Code plugin, an MCP server, or a standalone CLI) would genuinely help the current project — not a generic "are there Claude skills" sweep. A slides project searches for slide/PowerPoint-shaped capabilities; an Astro site searches for Astro/static-site-shaped capabilities. Scout never installs anything itself; it produces a researched, evidenced verdict that the owner opts into afterward.
Step 0 — search first: tool preflight and the Adopt / Extend / Compose / Build matrix
Before Step 1, check that every search channel you will rely on actually works here (project search, installed
skills, the skill corpus, gh, the package registry, MCP/docs tools, watch); a missing channel is named in the
result, never skipped in silence. After the search each need gets one verdict, Adopt, Extend, Compose or Build, with
its evidence logged. The channel table and the matrix: references/search-first.md.
Step 1 — generate TAILORED search terms, not generic ones
Call forge-bin/forge-scout.cjs terms --domain <domain> [--keywords <k1,k2,...>] first. This returns a
domain-specific term list seeded from the project's actual domain (see the tool's SEED_TEMPLATES for the
curated set: website, astro, slides/presentation, fullstack, n8n, scraping, rag, prediction, integration,
electron/desktop, ecommerce, dashboard, game, mobile, mlops, tooling, voice — plus a domain-tailored fallback
for anything not yet curated). Example of the difference this makes:
- A slides project:
"claude powerpoint skill","claude slide generator skill","I stopped using PowerPoint claude code skill"— not a bare"claude skill"search. - An Astro project:
"claude astro skill","bulk website generator claude"— not a bare"claude plugin"search. Never hand-write ad-hoc terms when the tool's tailored list already covers the domain; extend it with--keywordsfor anything project-specific the curated seed doesn't know about (a client name, a niche library, a specific integration).
Step 2 — research: web-search + watch every candidate's video
For each tailored term: web-search it, then for EVERY candidate that has a demo/review/walkthrough video,
actually watch it via the watch skill before forming a verdict — never judge a video by its title or
thumbnail alone. The exact invocation, verbatim (Dutch, matching the owner's own phrasing for this skill):
"als je een video wilt bekijken, doe ./watch {link}" — substitute the real URL found during search. A
candidate with a video that was never watched cannot be APPROVED; log it as unverified and either watch it
or HARD-PASS it with that reason.
Step 2b — rank the results before vetting them
Put every candidate found into a JSON list (name, description, url, optional source_kind
official|curated|repo|listing|web, updated date, web_only) and run
forge-bin/forge-scout.cjs rank --query "<term>" --candidates <file.json>. The order is fixed:
- candidates with an inspectable source first; web-only mentions (no url, or only a blog or web page) after them;
- inside each group: name match (generic words such as claude, skill, plugin and mcp never count), then
description match, then source (official > curated > repo > listing > web), then maintenance
(updated within 90 days > within a year > unknown > older); a full tie goes by name.
At most 10 results come back; the rest is listed as
dropped, never silently lost. A capability with a prior HARD-PASS is skipped and listed asskipped_hard_pass; a prior APPROVE is marked as already vetted. Vet the ranked list top-down in Step 3.
Step 3 — evaluate and record a verdict
Every candidate found gets exactly one of two verdicts, recorded via
forge-bin/forge-scout.cjs record --capability <name> --verdict <approve|hard-pass> --reason "<why>" [--source <url>]:
- APPROVE — the capability is genuinely useful, safe, maintained, and does not overlap an existing Forge capability. APPROVE is still not a green light to install or activate anything — see "Hard rules" below.
- HARD-PASS — permanently reject and record so the SAME capability is never re-researched on a future
Scout pass. Use HARD-PASS for anything that:
- could break or slow the system (heavy runtime dep, background daemon, unclear resource cost),
- is junk (no real users, vaporware, marketing-only page),
- overlaps a capability Forge already has (check
FORGE_SKILL_REGISTRY.mdandconfig/orchestration/mcp-registry.jsonfirst — never HARD-PASS-worthy duplication of effort), - is unmaintained (no meaningful commits/updates in a long time, abandoned issues),
- is a security risk (requests broad/unscoped credentials, unclear data handling, unvetted third-party network calls, obfuscated code).
Before researching ANY capability, call forge-bin/forge-scout.cjs list (or isVetted) to check whether
it was already vetted — a prior HARD-PASS always persists and must not be re-litigated; a prior APPROVE is
reported as already-vetted rather than re-run from scratch.
Hard rules (non-negotiable)
- Nothing is auto-installed, ever. Scout's job ends at a recorded, evidenced verdict — no skill/plugin/ MCP file is copied, no dependency is added, no config is edited as a result of an APPROVE.
- Adoption happens on a fresh branch with a reviewed diff. Once the owner opts in to an
APPROVED capability,
forge-bin/forge-scout.cjs adopt-plan --capability <name>prints the plan: a newscout/adopt-<name>-<date>branch from a clean tree, the copy on that branch only, a static security audit of the copied folder (node .claude/forge-bin/forge-skill-audit.cjs scan <folder> [--json]: shell execution, network calls, credential access, writes outside the folder, persistence, obfuscation, hook/settings/plugin/MCP writes, prompt injection, supply chain, binaries and links; any non-zero exit stops the adopt: 1 = a high finding, until Security Boss has read every flagged line; 3 = part of the folder was not scanned, so fix the copy and rescan; 2 = the folder was refused), the diff reviewed withforge-code-reviewby Review Boss (plus Security Boss for credentials, network or hooks), and a merge only after the owner approves that diff. It refuses (exit 3) a hard-passed or never-vetted capability. The tool runs no git command itself. - APPROVE still requires explicit owner opt-in. This ties directly into the
forge-mcp-clientsdormant/ opt-in doctrine andforge-mcp-clients' registry (config/orchestration/mcp-registry.json+mcp-grants.json) for anything MCP-shaped: an APPROVE verdict here is the research half only; the owner still has to name the capability explicitly before it goes from "vetted" to "opted in." - A HARD-PASS is permanent and non-negotiable without a NEW explicit owner override.
isVetted()always surfaces an existing HARD-PASS ahead of any later APPROVE attempt for the same capability — this is enforced by the ledger itself (forge-scout.cjs), not left to memory or good intentions. - No candidate is judged from marketing copy alone. A web-search hit with a demo video is watched (Step 2) before a verdict is recorded; a hit with no way to verify real behavior is HARD-PASSed as "unverifiable" rather than optimistically approved.
- Every verdict carries a real reason and, where available, a real source (URL/repo). No blank or
templated reason field —
forge-scout.cjs record()requires a non-empty reason. - The global
find-skillsskill is a search aid only. Its candidate list may feed Step 1, but its install step (annpxskills install) is never run from a Forge task: every hit goes through this vetting and the adopt-plan above, and a skill corpus search (.claude/forge-research/skills-corpus/) comes first.
Skills / commands / MCP
forge-bin/forge-skill-audit.cjs (scan <dir> [--json], the adopt-step threat scan), forge-bin/forge-scout.cjs (terms, rank, record, list, isVetted, adopt-plan — the persistent ledger is split
template/user (2026-09-26 external audit N4/): the SHIPPED, curated baseline at
config/orchestration/FORGE_SCOUT_VETTING.json plus the separate, never-shipped
config/orchestration/FORGE_SCOUT_VETTING.user.json that record() actually writes new verdicts to —
list()/isVetted() transparently merge both, so read either name as "the ledger"), watch skill (mandatory video verification), forge-mcp-clients
skill (what an APPROVE still has to clear before anything is wired live), FORGE_SKILL_REGISTRY.md +
config/orchestration/mcp-registry.json (check first — never HARD-PASS as "overlap" without actually
checking these).
Events
A real Scout pass logs scout_researched (once per research session: domain, term count, candidates found)
and capability_vetted (once per recorded verdict: capability, verdict, reason) via the project's real
log-event.cjs — never claim a Scout session ran, or a verdict was recorded, without these events actually
being logged.
Fan-out & flow
1-2 dedicated subagents own this role — no larger team spawns for a Scout pass:
- Search Boss — owns Step 1 (tailored terms) and Step 2 (web-search +
./watchverification); it is already the project's "Research / current information... no hallucination" role, so Scout is a natural extension of its existing responsibility, not a new agent. - Skill Boss — owns Step 3 (recording the APPROVE/HARD-PASS verdict); it already "maintains the global skill registry" and "reports missing skills + safe fallback", so the vetting ledger is a natural extension of that existing responsibility, not a new agent. No fan-out beyond these two; Scout never spawns a larger swarm for a research pass.
Ship-readiness (unique)
The preflight named every channel that did not run and each need got an Adopt/Extend/Compose/Build verdict with
evidence; every adopted folder was scanned with forge-skill-audit.cjs, its high findings were read, and nothing was adopted on a non-zero exit (1 FAIL, 2 refused, 3 INCOMPLETE); every term list actually came from forge-scout.cjs terms (not hand-invented); the results were ordered
with forge-scout.cjs rank (top 10, web-only last); anything adopted went through its own adopt-plan branch
and a reviewed diff; every video candidate was
actually watched via ./watch before a verdict, or was HARD-PASSed as unverifiable; every verdict is
recorded in the real ledger with a non-empty reason; a prior HARD-PASS was checked and honored (never
re-approved); nothing was installed, activated, or opted in as a side effect of this skill running; the
report states plainly which capabilities were APPROVED (pending owner opt-in) and which were HARD-PASSED
(with why), never blurring "researched" with "installed."
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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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.

