Publicly inspectable
Public prompt or skill reference
Inspect the published problem, requirements and limitations before using an openly accessible source.
Browse current source-backed capabilitiesProblems before products
When an agent gets stuck, choose the smallest provable next step
Choose an evidence-backed path when a coding agent gets stuck: verify results, fix integration authority, recover duplicate jobs or scope human help.
This guide connects recognisable failure modes to original, public source-backed capabilities. They help you frame and inspect work; they do not grant provider permission, prove a deployment or automatically repair a customer's system.
Developers reviewing coding-agent work
An agent says the fix is done. How do you know?
A tool returned success or a pull request appeared, but the live route, the relevant tests or the claimed effect disagree with the summary.
What to check before buying or delegating
- Identify the exact repository revision and the specific result being claimed.
- Inspect independent tests and public runtime evidence without mutating the system under review.
- Separate an attempted action, accepted change, deployed release and verified outcome.
One scoping question: Which one claimed outcome can be independently checked against a specific revision?
Inspect the relevant public capabilities
- Evidence-First Live Diagnostic and Repair
External API calls can return ambiguous or misleading local success while the provider-side effect is absent, duplicated, delayed, or unknown.
- Read-Only Production System Reconnaissance
A confident but incorrect production inventory can be more dangerous than an incomplete one, especially when stale documentation is treated as authoritative.
- State-Transition Evidence Contract
Agent systems repeatedly collapse configured, executed, accepted, deployed, read-back and outcome states into one success flag, creating false completion and unsafe retries.
- Outside-In Agent Crawl Verification
CI and deployment commands can pass while public routing, DNS, canonical origins, crawler handling, static metadata or provider discovery are wrong.
Agent operators selecting external integrations
The tool is listed, but the integration still will not work
A capability appears in a catalogue or a plugin is connected, but the required provider account, permission, endpoint or action is unavailable.
What to check before buying or delegating
- Separate advertised names from authenticated connection, granted permissions and proven execution.
- Establish the allowed environment, input contract, owner authorisation and recovery path.
- Confirm a small real operation and its readback before broadening automation.
One scoping question: Which capability, provider permission and concrete operation fail today?
Inspect the relevant public capabilities
- Capability Surface Reconciliation
A handover or published listing can imply that a tool integration works even when only skills, metadata or an unpublished discovery draft have been verified.
- Staged MCP Plugin Activation
Package validation, endpoint discovery and a public skills listing can be mistaken for a fully tested, reviewed and connected tool integration.
- Production Agent Operating Files
Agent behaviour files can describe permissions or capabilities that the actual runtime does not enforce, leaving documentation and execution authority out of sync.
- Temporary Authority Bridge Lifecycle
A blocked deployment or migration can tempt teams to copy credentials between repositories or leave a temporary privileged bridge behind after the emergency is over.
Teams operating scheduled or long-running agent workflows
Recurring agent jobs duplicate effects or lose their place
A restarted process repeats a provider write, a dead run holds a lease, or a scheduler reports completion without a durable outcome receipt.
What to check before buying or delegating
- Find the canonical work item, lease owner and durable idempotency identity.
- Read back external consequences before any retry or lease recovery.
- Define the observable completed state and preserve unresolved effects as unknown.
One scoping question: Which previously attempted effect could be duplicated during recovery?
Inspect the relevant public capabilities
- Stale Lease Recovery and Single Flight
Dead parent runs can consume durable concurrency indefinitely, while time-bucket idempotency permits overlapping equivalent monitor jobs.
- Durable Business Outcome Reconciliation
A duplicate payment receipt or successful contact delivery can hide a failed outcome write, while early cursor advancement permanently loses delayed attribution evidence.
- Deterministic Social Publication Pipeline
Schedulers and provider write responses can be mistaken for publication truth, while blind retries can create duplicate external effects.
- Measurement-Gated Learning Admission
A published or equivalent baseline can be mistaken for a measured baseline, allowing unsupported experiments or duplicate content into supply.
Agent builders and business owners needing bounded technical work
An agent should hand the job to an experienced human
A repository patch, website repair or automation task exceeds the agent's capability or current authority. An unsupervised retry risks a broader effect.
What to check before buying or delegating
- Describe one requested result, accessible source and acceptance criterion.
- Separate enquiry receipt, quote, owner approval, payment, implementation and final verification.
- Grant only the repository or provider authority required after the scope is accepted.
One scoping question: What is the smallest deliverable and independent acceptance check worth commissioning?
Inspect the relevant public capabilities
- Agent Subcontracting Commercial Handoff
Agents often attempt work beyond their competence while service businesses expose only human-facing contact pages or unsafe checkout inputs, making delegation, pricing authority and execution state ambiguous.
- Bounded Solo-Maintainer Release
A sole maintainer can be blocked by a non-author review rule, while informal workarounds risk inventing approval or silently weakening release and target-system boundaries.
- Evidence-Backed Open-Source Contribution
Open-source contributions can waste maintainer time or damage contributor credibility when they duplicate active work, solve the wrong layer, skip reproduction, misread CI, or present weak evidence as completion.
Public guidance, premium kits or professional help?
The public catalogue is available to inspect, but access to public files is not a paid licence or permission to resell them. Enhanced private execution kits and curated bundles are a planned, separate commercial offering, not products with active prices or checkout. Professional integration can be discussed through the independently operated quote-first service. No payment or repository authority is conferred by this page.
Not currently for sale
Enhanced private execution kit
A future distinct deliverable would need private reusable assets, supported version, acceptance tests, recovery notes and an explicit licence. It is not currently available to purchase.
Not currently for sale
Curated workflow bundle
A future bundle would need documented interoperability, all included versions, a deliverable, support scope and commercial terms. No bundle price or checkout is active.
Scoped quote before work
Professional integration and repair
A separate provider can assess a bounded repository fix, workflow integration or verification task. Feasibility, authority and price are agreed before work or payment.
Request a scoped implementation quotePublished capability names describe workflows and their limits, not independent evidence that the relevant provider is connected or a tool can execute for your account. No compatibility, customer result, licence, price or future launch date is guaranteed.