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Skills in this repository
SkillsMP has collected 1,021 skills from protosphinx/sphinxstack. Open a skill to review its source and details.
protosphinx/sphinxstackShowing 40 of 1,021 collected skills.
Calculate cash runway from available liquidity, timed inflows and outflows, restrictions, scenarios, and minimum cash needs. Use when estimating how long an organization can meet obligations under stated assumptions.
Compare full lifecycle cost across purchase, operation, change, risk, and exit. Use when headline price hides material implementation or long-term differences between options.
Put accurate captions on the person's video. Auto-generate, fix every line by hand, style for phones, export or burn in. Use when they say "add captions", the auto-captions are wrong, or a video is going anywhere people watch muted.
Make one chart that says something true. Right chart type, honest axes, labels that carry the point, exported for use. Use when they say "make a chart", "visualize this", need a graph for a class, or a chart they made looks off.
Check citation format against a named style, source type, edition, locator, and reference-list rule. Use when citations must be consistent and traceable before submission.
Check a container image tag by resolving its digest, registry, platform manifest, provenance, signature, and deployment use. Use when a mutable label must be tied to an exact artifact.
Check whether a database index supports a real query using definition, selectivity, plan, statistics, write cost, and production-safe evidence. Use when query latency or index usefulness is uncertain.
Check a dataset's date range for coverage, timezone, granularity, gaps, future values, duplicates, and expected cutoffs. Use when verifying whether time-based data is complete for analysis or reporting.
Check a web form error message for accuracy, placement, accessibility, recovery guidance, privacy, and state preservation. Use when validating inline, summary, server, validation, or submission failures.
Check a web page title and meta description for unique intent, accurate content, useful context, and rendered implementation. Use when reviewing search metadata or page templates.
Check an internal site-search result for relevance, accuracy, access control, highlighting, navigation, empty states, and freshness. Use when a query returns missing, stale, unsafe, or confusing results.
Check a vendor invoice against identity, contract, purchase order, receipt, rates, tax, duplicates, and payment controls. Use when deciding whether a supplier invoice is valid and ready for approval.
Check video safe areas across aspect ratios, crops, devices, captions, platform overlays, graphics, and accessibility. Use when essential visual information must survive delivery variants.
Check an API pagination loop for cursor handling, termination, duplicates, omissions, mutation, rate limits, retries, and bounded memory. Use when a client must traverse a changing collection safely.
Check an interview invitation for legitimacy, logistics, preparation requirements, access needs, and unsafe requests. Use when a candidate receives a meeting link, assignment, or request for personal information from a recruiter or employer.
Check audio peak, loudness, dynamic range, noise, channel, and delivery levels against a defined target. Use when recording or exported audio must remain clear and compliant.
Check audio-to-picture sync at multiple points and identify offset, drift, variable-rate, clock, or routing causes. Use when dialogue, music, effects, or remote recordings do not align reliably with video.
Check color contrast across text, controls, focus, states, gradients, images, and themes. Use when an interface needs measurable accessible color relationships and verified repairs.
Check a dataset for exact, key, and likely duplicate records using explicit business identity and timing rules. Use when counts are inflated, joins multiply rows, or repeated entities may distort analysis.
Check interactive target size, spacing, overlap, and reachability across touch and pointer contexts. Use when controls may be difficult to activate accurately on small screens or for users with limited dexterity.
Check source, sequence, shutter, playback, and delivery frame rates for intended motion and synchronization. Use when footage may stutter, drift, interpolate, or change speed unexpectedly.
Compare the majors the person is considering with real numbers. Earnings, requirements, and the actual coursework, weighed against their honest interests. Use when they say "what should I major in", "is X a useless degree", or they are torn between majors.
Choose a practical type scale for readable hierarchy across content, controls, breakpoints, zoom, and languages. Use when a product or publication needs consistent text sizes instead of one-off styling.
Compare event venues against access, capacity, operations, risk, and total cost. Use when organizers need a defensible shortlist or selection rather than choosing on appearance alone.
Pick a small set of operating measures for a business from the ones its published type already names, define each precisely, and record where the number comes from. Use when a business tracks nothing, tracks too much, or reports numbers nobody trusts.
Cite a dataset with creator, title, publisher, date, version, persistent identifier, access information, and relevant subset details. Use when data supports an assignment, paper, analysis, or reproducible result.
Classify information by plausible harm, handling needs, and access boundaries. Use when a dataset, document, form, export, or new data flow needs a defensible sensitivity label and concrete controls.
Turn a messy dataset into one you can trust. Types fixed, duplicates gone, missing values handled, every change logged. Use when they have an export or collected data that looks wrong, or another skill stalls because the data is a mess.
Clear music for a video by verifying composition, recording, contributor, territory, term, platform, advertising, edit, and reporting rights. Use when music will be synchronized with moving images or distributed with a video.
Write one short honest email to a stranger, and send it. Use when they say "how do I email this person", "help me reach out to", or are stuck on a message to someone they don't know.
Reach out to businesses that never posted a job. Short, specific messages in the person's voice, sent by them. Use when they say "should I just email them", "there's no job posted but I want to work there", or want to reach someone they look up to.
Build a college list the person can defend. Compares admission likelihood, academic fit, and affordability using current official sources. Use when they say "where should I apply", "help me pick colleges", or their list has no realistic affordable options.
Color-correct video footage for technical normalization, exposure, white balance, skin tone, and shot continuity. Use when recorded shots must match before creative grading and delivery.
Compare bank account fees using actual transaction behavior, balances, currencies, waivers, interest, and switching costs. Use when choosing between business or personal banking options.
Compare college financial-aid offers using consistent cost, grant, loan, work, renewal, and uncertainty definitions. Use when choosing between awards or questioning an aid package.
Compare fixed, subscription, usage, tiered, service, and hybrid pricing models using customer value, cost, behavior, scenarios, fairness, and operational complexity. Use when a product or service needs an initial pricing structure or an existing model may be…
Compare two API responses across status, headers, schema, values, ordering, timing, and side effects. Use when environments, versions, requests, or retries behave differently.
Compare two container workload manifests across image identity, command, resources, security, network, storage, configuration, rollout, and metadata. Use when deployments or environments differ.
Compare two data exports by schema, keys, records, fields, aggregates, ordering, and provenance. Use when checking whether a refresh, migration, query, or system change preserved expected data.
Compare two database schemas across objects, types, defaults, constraints, indexes, permissions, functions, and migration meaning. Use when environments or versions may have drifted.