capability-broker
Skill13 starsChanged 13 days agoMITView on GitHub
Turns a capability gap into a gated acquisition: when no skill, CLI, MCP, or account covers a need, offers (never auto-acts) to research and provision a tool, or scaffold a skill. Trigger: "the bridge can't do that", "there's no skill for this", "build a skill for this", "capability gap", "self-extend".
In this repository44 other files it gives its agents.
- AGENTS.mdAGENTS.md
- skills/board-pilot/references/agents.mdAGENTS.md
- .github/copilot-instructions.mdCopilot instructions
- a2aSkill
- archiveSkill
- board-pilotSkill
- bridge-auditSkill
- bridge-contributeSkill
- bridge-curatorSkill
- bridge-explorerSkill
- bridge-greetingSkill
- bridge-leak-checkSkill
- bridge-learnSkill
- bridge-onboardSkill
- bridge-overlaySkill
- bridge-promoteSkill
- bridge-statusSkill
- bridge-syncSkill
- briefingSkill
- calendarSkill
- channelSkill
- cmuxSkill
- cockpitSkill
- dashboardSkill
- debriefSkill
- doc-systemSkill
- github-projects-managerSkill
- html-canvasSkill
- html-slidesSkill
- knowledge-repo-initSkill
- mail-draftSkill
- mandantsSkill
- meeting-transcriptionSkill
- object-storeSkill
- onboard-simSkill
- remoteSkill
- scheduleSkill
- secretsSkill
- spec-kickoffSkill
- task-close-postmortemSkill
- tmuxSkill
- tracker-syncSkill
- workloadSkill
- workspaceSkill
The file
We split this skill into the rules it gives an agent
3 rules. About 0 are common, 0 are distinctive, and 3 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈0
Distinctive · estimate
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 31
Read this file only when triggered.
- Very specific: line 56
Before offering, run the cheap guard (full steps in references/gap-detection.md).
- Very specific: line 101
Every outcome writes a learning (full shapes in references/learning-capture.md):
≈ “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
Capability Broker
The acquisition arm of the Bridge learning loop. The other arms look
backward and refine what exists (task-close-postmortem, bridge-audit,
bridge-curator); this one looks forward and gains a new capability — a
tool or a skill — when the user hits something the Bridge can't do yet.
It proposes, it never auto-acts. Every install, every outward step, every
persistent write is propose-then-confirm. Same human-gate-at-every-layer posture
as rules/learning-autonomy.md — this skill is bound by that rule, not an
exception to it.
Read this file only when triggered. Full procedures live in references/
(progressive disclosure) — load the one you need, not all four.
When this skill runs
| Entry | Mode |
The capability-gap-offer standing-order detects a true gap | Auto-offer — surface the 4-way offer, then route |
| User says "the bridge can't do X", "build a skill for this", "is there a tool that…" | Direct — same flow, user-initiated |
User picks a route from a prior offer (r/s/o/d) | Route — jump to the chosen branch |
The flow (one screen)
- Guard — confirm it's a true gap, not a false one. →
references/gap-detection.md - Offer — one question, four routes. Never silently fail or silently one-off.
- Route:
[r]research + provision a tool →references/research-playbook.md→ decision tree[s]scaffold a skill → decision tree → hand toskill-creator[o]one-off → do it now, ledger note only[d]decline → ledger note, cooldown- decision tree (provision vs skill vs both) →
references/provision-vs-skill.md
- Capture — write the learning so it compounds. →
references/learning-capture.md
1. Guard — true gap vs false gap
Before offering, run the cheap guard (full steps in
references/gap-detection.md). Five outcomes:
- T1 true gap — no skill, no wired tool, not native → offer (step 2).
- T2 dormant skill — a skill plausibly covers it but didn't fire → load it;
if it mis-triggered, log a
trigger-correction(existing loop). Stop — not this skill's job. - T3 native — Claude can already do it with built-in tools → just do it.
- T4 one-off — real but single-use → do it ad-hoc, ledger note.
- T5 declined/policy — declined this session or must-not-do → silent / refuse.
The skill sweep (grep skills/*/SKILL.md for the capability's keywords) is the
critical guard: err toward "a skill might cover this → load it, don't offer."
2. Offer
On T1, surface exactly one offer — never more than one per gap:
🧩 Capability gap: <one line — what you asked for that I can't do yet>.
I can make this stick, or just do it once. Your call:
[r] Research + provision a tool — find the right CLI/MCP/service, install & wire it
[s] Scaffold a dedicated skill — build a reusable Bridge skill for it
[o] One-off, don't persist — do it this once, no new capability
[d] Not now / decline — drop it (won't re-offer this session)The offer is non-destructive. Everything after it is gated (step 3).
3. Route — gates
- Research is read-only (web + local inspection). Nothing installed, nothing
sent outward beyond search queries. →
references/research-playbook.md. - Provision needs a per-action
[y]for each install / wire / auth step. Credential creation and other outward/irreversible steps stay behind the Bridge's existing hard gates — this skill routes to them, never bypasses them. - Scaffold writes only under
skills/<new>/, only after[s](or research→tree→skill), and hands authoring to theskill-creatorskill. - The provision-vs-skill call (infrastructure vs procedure vs both) is in
references/provision-vs-skill.md. BOTH = provision the tool first, then the skill that wraps it.
4. Capture — make it compound
Every outcome writes a learning (full shapes in references/learning-capture.md):
- A proposal in
work/_learning/proposals/withsource.type: capability-gap, an evidence chain, atarget(the new skill / tool / account file), and ascope(coreif generic → open-bridge roadmap candidate via/bridge-sync;user/orgif instance-specific). - A ledger row in
work/_learning/capability-gaps.md(append-only) with the disposition and a recurrence counter — a one-off gap seen ≥ N times escalates to a "persist now" proposal. - The artifact (the scaffolded skill / wired tool) is the durable gain.
- Optionally a memory (a non-obvious tool-choice decision or auth gotcha) via
the existing
proposal target.type: memorypath — human-approved.
Acceptance of any proposal stays with /bridge-learn. This skill writes
pending proposals only; it does not accept its own.
Configuration
bridge-config.yaml.learning.capability_broker (default-on, like
feature-discovery — works before the block exists):
learning:
capability_broker:
enabled: true # false = never offer
research: { max_sources: 4, default_paid: true }
recurrence_escalate_after: 2 # one-off seen N+ times → persist proposal
decline_cooldown_sessions: 1What this skill deliberately does NOT do
- ❌ Install, wire, authenticate, or send anything outward without a per-action
[y]. The offer is the only un-gated step. - ❌ Edit any other Bridge file directly — capability lands via
skill-creator(skills) or the provisioning route (tools), and is reviewed via/bridge-learn. - ❌ Re-implement skill scaffolding (that's
skill-creator), deep research (that'sdeep-research), or feature suggestions for features that already exist (that'sfeature-discovery). - ❌ Offer when a skill already covers the need (false gap → load it).
- ❌ Accept its own proposals or auto-promote to upstreams.
Related
rules/learning-autonomy.md— the gate doctrine this skill is bound byprotocols/standing-orders/capability-gap-offer.md— the always-on detectorprotocols/standing-orders/feature-discovery.md— complementary (existing-feature) surfaceskills/task-close-postmortem/,skills/bridge-audit/,skills/bridge-curator/— the retrospective proposal generatorsskills/bridge-learn/— the review surface that closes the loopwork/_learning/README.md— the aggregation layer this writes intowork/_learning/capability-gaps.md— the recurrence ledgerskill-creator(plugin),deep-research,checkup— the executors
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