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1. ▌
   Python Ml Predictive 2 · peterbamuhigire bundle

   Use when adding forecasting, classification, regression, or anomaly detection to a SaaS feature — demand/sales/cash-flow forecasting, churn and risk scoring, anomaly detection — with scikit-learn, Prophet, and statsmodels. Covers data prep, model serving, monitoring, and explainability.
   6 installs
2. ▌
   Typescript Effective 2 · peterbamuhigire bundle

   Use when writing production TypeScript — clean code idioms, effective-TS items, strict tsconfig, migration from JS, build performance, testing, and anti-patterns. Load references/typescript-mastery.md for type-system depth and references/typescript-design-patterns.md for GoF patterns.
   5 installs
3. ▌
   Pwa Offline First 2 · peterbamuhigire bundle

   Use when building offline-first Progressive Web Apps — Service Worker lifecycle, Workbox caching strategies, IndexedDB via Dexie.js, Background Sync for queued writes, Web Push notifications, Lighthouse gates, and Next.js PWA integration. Default for apps that must work on EDGE/2G or intermittent connectivity.
   6 installs
4. ▌
   Modular Saas Architecture 2 · peterbamuhigire bundle

   Use when designing tenant-selectable SaaS modules, dependency contracts, module toggles, lifecycle hooks, or safe enable and disable behaviour.
   5 installs
5. ▌
   Engine Control Plane 2 · peterbamuhigire

   Use when coordinating or auditing multi-engine workflows, agent roles, command surfaces, hooks, evidence contracts, handoffs, or bounded recovery. Keeps domain doctrine in the owning engines.
   7 installs
6. ▌
   Project Requirements 2 · peterbamuhigire bundle

   Use when interviewing stakeholders and producing traceable SaaS requirements, business rules, user types, workflows, assumptions, and acceptance criteria before implementation.
   3 installs
7. ▌
   AI Agent Compliance Controls 2 · peterbamuhigire bundle

   Use when mapping AI agent operations to SOC 2, ISO 27001, HIPAA, audit logs, control testing, attestations, and compliance evidence.
   5 installs
8. ▌
   AI Agent Safety And Red Team 2 · peterbamuhigire bundle

   Use when red-teaming agent tool and data perimeters for indirect prompt injection, action escalation, tenant exfiltration, unsafe tool chains, self-modification, or containment regressions.
   5 installs
9. ▌
   Cloud Architecture 2 · peterbamuhigire bundle

   Use when designing cloud deployments, Dockerising applications, laying out AWS or GCP environments, choosing a deployment pattern, or moving a workload from a single VM to a resilient multi-AZ topology.
   5 installs
10. ▌
    Docker Development 2 · peterbamuhigire bundle

    Use when containerizing PHP, Python, JavaScript, or API services with Dockerfiles, multi-stage images, Compose, CI builds, runtime permissions, and persistent dependencies.
    4 installs
11. ▌
    UX Content Strategy 2 · peterbamuhigire bundle

    Use when planning, governing, or upgrading product content as a system - voice charts, content-first design, UI text patterns, form completion gates, error taxonomy, content measurement, decision communication, lifecycle narrative, and content operations. Higher-level orchestration above tactical microcopy and form mechanics.
    4 installs
12. ▌
    Python Data Analytics 2 · peterbamuhigire bundle

    Use when computing complex analytics, KPIs, cohort/funnel/retention metrics, financial math (IRR/NPV/amortization), statistical tests, anomaly detection, or geospatial analytics in Python — for cases where SQL alone gets unwieldy.
    5 installs
13. ▌
    Python Data Pipelines 2 · peterbamuhigire bundle

    Use when building ETL jobs, document intelligence pipelines, OCR, PDF/Excel ingestion, image/media processing, or external-API sync pipelines in Python — idempotent scheduled jobs with validation, dead-letter queues, and multi-tenant isolation.
    5 installs
14. ▌
    Typescript Full Stack 2 · peterbamuhigire bundle

    Use when building end-to-end TypeScript applications — Node backend (Fastify), React/Next frontend, shared types via tRPC or Zod, monorepo with turborepo/nx, Prisma/Drizzle data layer, end-to-end type safety.
    5 installs
15. ▌
    Full Coverage Saas Seeding 2 · peterbamuhigire bundle

    Use when designing, implementing, executing, replaying, or verifying a realistic synthetic SaaS tenant through the product's supported UI, APIs, application services, commands, and workflow boundaries for both prospect demonstration and full system testing.
    8 installs
16. ▌
    Saas Architecture Strategy 2 · peterbamuhigire bundle

    Use when architecting or evaluating a cloud SaaS product — including choosing multi-tenant patterns, mapping deployment to IaaS, planning scaling and blast-radius isolation, aligning architecture to business capabilities, and reconciling multi-enterprise consumption requirements with operating-model constraints.
    5 installs
17. ▌
    Skill Creator · peterbamuhigire bundle

    Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
    6 installs
18. ▌
    Linux Sysadmin · peterbamuhigire bundle

    Use when a Debian/Ubuntu or RHEL-family server request needs routing across provisioning, security, services, networking, recovery, databases, containers, storage, performance, or compliance; use linux-troubleshooting when an unexplained symptom spans components.
    7 installs
19. ▌
    Linux Dns Server · peterbamuhigire bundle

    Use when operating BIND or Unbound as an authoritative or recursive DNS server, including zone authoring, validation, reloads, reverse zones, transfers, and SELinux contexts. Use linux-network-admin for client-side resolution or interface configuration.
    6 installs
20. ▌
    Linux Webstack · peterbamuhigire bundle

    Use when installing, configuring, tuning, or diagnosing the shared Nginx, Apache/httpd, PHP-FPM, or Node.js service stack on Linux. Use linux-site-deployment for one site's release and linux-service-management for generic systemd operations.
    4 installs
21. ▌
    Linux Rsync Sync · peterbamuhigire bundle

    Use when designing, previewing, running, or verifying rsync copies, mirrors, offsite transfers, or hard-linked backups on Debian/Ubuntu or RHEL-family hosts. Covers SSH, filters, deletion, checksums, and resume; use linux-archive-integrity for tar archives.
    4 installs
22. ▌
    Linux Secrets · peterbamuhigire bundle

    Use when scanning for leaked credentials, encrypting configuration with age, sops, or GPG, rotating secrets, or checking credential-file handling. Use linux-access-control for user and permission administration and linux-server-hardening for wider host controls.
    7 installs
23. ▌
    Linux Network Admin · peterbamuhigire bundle

    Use when diagnosing or configuring Linux interfaces, addresses, routes, client DNS, reachability, VLANs, or time synchronisation with Netplan or NetworkManager. Use linux-dns-server for hosted DNS zones and linux-firewall-ssl for packet filtering.
    8 installs
24. ▌
    Linux Postgresql · peterbamuhigire bundle

    Use when installing, authenticating, tuning, backing up, restoring, or diagnosing PostgreSQL on Debian/Ubuntu or RHEL-family hosts. Covers pg_hba.conf, logical backups, WAL, and PITR; use linux-mysql-mariadb for MySQL/MariaDB.
    7 installs
25. ▌
    Linux Mail Server · peterbamuhigire bundle

    Use when operating or diagnosing Postfix, Exim, Dovecot, SMTP submission, mail queues, TLS, or SPF/DKIM/DMARC on a Linux mail host. Use linux-network-admin for general reachability and linux-dns-server when the task is authoritative zone operation.
    7 installs
26. ▌
    Linux Repo Sync · peterbamuhigire bundle

    Use when writing, reviewing, or running unattended or menu-driven Git repository updates that must preserve tracked and untracked local work; use linux-bash-scripting first for sk-* script structure.
    7 installs
27. ▌
    Linux Firewall Ssl · peterbamuhigire bundle

    Use when inspecting or changing UFW/firewalld policy, issuing or renewing Certbot certificates, or validating host TLS exposure; use linux-webstack for application-server faults.
    5 installs
28. ▌
    Linux Mysql Mariadb · peterbamuhigire bundle

    Use when installing, securing, tuning, backing up, restoring, or diagnosing MySQL or MariaDB on Debian/Ubuntu or RHEL-family hosts. Covers InnoDB, logical dumps, binlogs, and PITR; use linux-postgresql for PostgreSQL.
    5 installs
29. ▌
    Linux Disk Storage · peterbamuhigire bundle

    Use when diagnosing disk or inode pressure, performing measured cleanup, managing local storage or swap, or mounting NFS and CIFS shares; use linux-filesystem-snapshots for point-in-time snapshots.
    6 installs
30. ▌
    Linux Sysctl Tuning · peterbamuhigire bundle

    Use when measured Linux performance evidence justifies persistent network, queue, writeback, swap, or congestion-control sysctl changes on Debian/Ubuntu or RHEL-family hosts. Profile first; use linux-server-hardening for security sysctls.
    4 installs
31. ▌
    Linux Auditd Rules · peterbamuhigire bundle

    Use when inspecting, designing, testing, persisting, or querying auditd rules for forensic attribution on Debian/Ubuntu or RHEL-family hosts. Covers watches, syscalls, loss, and immutable mode; use linux-file-integrity for drift and linux-benchmark-scanning for scoring.
    5 installs
32. ▌
    Linux Cloud Init · peterbamuhigire bundle

    Use when authoring, validating, or debugging cloud-init user-data, Ubuntu autoinstall, or RHEL-family Kickstart for first-boot provisioning. Use linux-server-provisioning for interactive post-boot setup and linux-config-management for ongoing desired state.
    4 installs
33. ▌
    Linux Site Deployment · peterbamuhigire bundle

    Use when deploying a static, PHP, Node.js, or hybrid website to an existing Nginx/Apache host, including build, vhost, TLS, SELinux labelling, verification, and update registration. Use linux-webstack to install or repair the shared web platform.
    7 installs
34. ▌
    Linux Inmemory Stores · peterbamuhigire bundle

    Use when installing, securing, sizing, or diagnosing Redis or Memcached on Debian/Ubuntu or RHEL-family hosts; covers bind/auth, eviction, and Redis persistence. Use linux-mysql-mariadb for relational databases and linux-firewall-ssl for host policy.
    5 installs
35. ▌
    Linux Kernel Modules · peterbamuhigire bundle

    Use when inspecting, loading, unloading, parameterising, persisting, or blacklisting Linux kernel modules on Debian/Ubuntu or RHEL-family hosts. Covers dependencies and initramfs; use linux-sysctl-tuning for measured runtime kernel parameters.
    7 installs
36. ▌
    Linux Perf Profiling · peterbamuhigire bundle

    Use when diagnosing a Linux performance regression or bottleneck with load, vmstat, iostat, mpstat, pidstat, sar, and perf on Debian/Ubuntu or RHEL-family hosts. Produces read-only evidence before any tuning; hand changes to linux-sysctl-tuning.
    7 installs
37. ▌
    Linux Archive Integrity · peterbamuhigire bundle

    Use when creating, signing, encrypting, listing, comparing, or restoring metadata-preserving tar archives on Debian/Ubuntu or RHEL-family hosts. Covers ACLs, xattrs, incrementals, and verification; use linux-rsync-sync for file-tree mirrors.
    5 installs
38. ▌
    Linux File Integrity · peterbamuhigire bundle

    Use when establishing, checking, tuning, or safely updating an AIDE baseline on Debian/Ubuntu or RHEL-family hosts. Covers drift triage, scheduling, and off-box trust; use linux-auditd-rules for attribution and linux-benchmark-scanning for scoring.
    5 installs
39. ▌
    Linux Access Control · peterbamuhigire bundle

    Use when creating, revoking, or auditing Linux users, groups, SSH keys, sudo/wheel access, PAM settings, SELinux user mappings, or file permissions. Use linux-secrets for credential material and linux-server-hardening for broader host policy.
    6 installs
40. ▌
    Linux Server Hardening · peterbamuhigire bundle

    Use when an authorised operator wants to remediate verified Linux security findings interactively across SSH, firewall, MAC, services, permissions, and updates; use linux-security-analysis first.
    7 installs
41. ▌
    Linux Observability · peterbamuhigire bundle

    Use when adding or diagnosing Prometheus/node_exporter metrics, central log shipping, or lightweight health endpoints; use linux-system-monitoring for an ad hoc host snapshot and linux-log-management for local log analysis.
    4 installs
42. ▌
    Linux Bash Scripting · peterbamuhigire bundle

    Use when writing or reviewing portable sk-* Bash scripts for this engine, including common.sh primitives, flags, dry runs, and safety gates; use linux-repo-sync for Git-update behaviour and not for one-off commands.
    4 installs
43. ▌
    Linux Security Analysis · peterbamuhigire bundle

    Use when performing a read-only, evidence-backed Linux security assessment across kernel, identity, network, services, storage, backups, and packages; use linux-server-hardening to remediate.
    4 installs
44. ▌
    Linux Log Management · peterbamuhigire bundle

    Use when inspecting time-bounded journald or service logs, correlating web/database/security events, or managing logrotate retention; use linux-observability for forwarding and linux-troubleshooting for multi-subsystem incidents.
    4 installs
45. ▌
    Linux Filesystem Snapshots · peterbamuhigire bundle

    Use when creating, monitoring, replicating, mounting, or rolling back LVM, Btrfs, or ZFS snapshots on Debian/Ubuntu or RHEL-family hosts. Covers consistency, COW, and rollback; use linux-rsync-sync or linux-archive-integrity for independent backups.
    7 installs
46. ▌
    Linux Virtualization · peterbamuhigire bundle

    Use when operating KVM/libvirt virtual machines or LXD system containers, including lifecycle, snapshots, backups, storage, networking, and host inspection. Use linux-container-engine and linux-container-deployment for Docker or Podman application containers.
    3 installs
47. ▌
    Linux Intrusion Detection · peterbamuhigire bundle

    Use when operating fail2ban, investigating its bans, or running qualified rkhunter/chkrootkit checks; use linux-auditd-rules or linux-file-integrity for compliance-grade auditing.
    5 installs
48. ▌
    Linux Image Hygiene · peterbamuhigire bundle

    Use when measuring or reclaiming Docker/Podman storage and scheduling safe cleanup on Debian/Ubuntu or RHEL-family hosts. Covers images, cache, networks, and authorised volume pruning; use linux-container-engine for engine setup.
    6 installs
49. ▌
    Linux Benchmark Scanning · peterbamuhigire bundle

    Use when running read-only OpenSCAP or Lynis scans, selecting distro-matched profiles, interpreting failures, or drafting remediation on Debian/Ubuntu or RHEL-family hosts. Use linux-auditd-rules for attribution and linux-file-integrity for AIDE drift.
    5 installs
50. ▌
    Linux Ngo Cyber Resilience · peterbamuhigire bundle

    Use when designing or reviewing practical Linux security and incident resilience for NGOs, civil-society organisations, or small mission-led teams; use linux-server-hardening for host controls and linux-disaster-recovery for backup restoration.
    6 installs
51. ▌
    Linux System Monitoring · peterbamuhigire bundle

    Use when taking a read-only host-health snapshot or investigating CPU, memory, I/O, network, process, and backup pressure; use linux-observability for persistent telemetry and linux-troubleshooting for incident branching.
    5 installs
52. ▌
    Linux Config Management · peterbamuhigire bundle

    Use when managing repeatable server state with Ansible, etckeeper, check mode, or drift remediation across Debian/Ubuntu and RHEL families. Use linux-server-provisioning for one-time bootstrap and linux-cloud-init for first boot.
    6 installs
53. ▌
    Linux Troubleshooting · peterbamuhigire bundle

    Use when triaging a production Linux incident across CPU, memory, disk, services, web, database, TLS, backups, or deployments; route resource findings to linux-system-monitoring and recovery to linux-disaster-recovery.
    11 installs
54. ▌
    Linux Package Management · peterbamuhigire bundle

    Use when installing, upgrading, pinning, removing, or diagnosing packages and repositories with apt, dnf, snap, Flatpak, or automatic updates. Use linux-server-provisioning for a complete new-server sequence and linux-config-management for fleet-wide desired state.
    5 installs
55. ▌
    Linux Container Engine · peterbamuhigire bundle

    Use when installing, configuring, hardening, or diagnosing Docker or Podman engines on Debian/Ubuntu or RHEL-family hosts. Covers daemon/rootless mode, registries, storage, and sockets; use linux-container-deployment to run workloads.
    5 installs
56. ▌
    Linux Server Provisioning · peterbamuhigire bundle

    Use when interactively provisioning a fresh Debian/Ubuntu or RHEL-family server after first boot, including identity, admin access, updates, firewall, services, and verification. Use linux-cloud-init for unattended first boot and linux-config-management for repeatable fleet state.
    6 installs
57. ▌
    Linux Service Management · peterbamuhigire bundle

    Use when operating or diagnosing systemd units, timers, targets, journal logs, restart policy, dependencies, or cgroup limits. Use a service-specific skill for application configuration and linux-virtualization for VM or system-container lifecycle.
    5 installs
58. ▌
    Linux Disaster Recovery · peterbamuhigire bundle

    Use when recovering MySQL data, application files, configuration, boot state, or filesystems from a verified backup after loss or corruption; use linux-troubleshooting first when the fault may be recoverable without restore.
    5 installs
59. ▌
    Linux Container Deployment · peterbamuhigire bundle

    Use when running, updating, debugging, or supervising containers and Compose/Quadlet stacks on Debian/Ubuntu or RHEL-family hosts. Covers lifecycle, health, volumes, and systemd; use linux-container-engine for setup and linux-image-hygiene for pruning.
    5 installs
60. ▌
    Digital Research Engine · peterbamuhigire bundle

    Use when routing evidence-disciplined research across intake, source evaluation, web search, OSINT, due diligence, academic review, policy research, synthesis, verification, and final deliverables.
    1 install
61. ▌
    Manual Guide · peterbamuhigire

    Use when creating or updating an end-user manual or reference guide for an ERP or SaaS feature; use project-requirements for product scope and professional-word-output for final DOCX production.
    6 installs
62. ▌
    Due Diligence · peterbamuhigire bundle

    Use when conducting lawful corporate, financial, sanctions, regulatory, ownership, or background-check due diligence that needs an auditable finding trail and CARA resolution; use osint-investigation for broader open-source inquiry without a diligence decision.
    5 installs
63. ▌
    Doctrine Spine · peterbamuhigire bundle

    Use when defining or auditing the mandatory operating sequence for the research engine: evidence discipline, research design, collection, verification, reasoning, tradecraft, calibration, decision support, report shape, productization, and export.
    6 installs
64. ▌
    Spec Architect · peterbamuhigire

    Use when planning a feature or module and producing a coding-ready specification with scope, requirements, architecture choices, acceptance criteria, and risks; pair with systems-process-requirements for formal workflow, state, interface, data, business-rule, or traceability models.
    6 installs
65. ▌
    Research Design · peterbamuhigire bundle

    Use when a research project needs formal questions, method selection, case logic, historical or trend design, MROC design, knowledge-lifecycle modelling, or a research-design document; use research-orchestration for wave planning and research-techniques for a single named technique.
    3 installs
66. ▌
    Academic Writing · peterbamuhigire bundle

    Use when drafting or revising an academic paper, essay, thesis, or dissertation with source-away composition, originality, citation, synthesis, voice, and register controls; use academic-reporting-standards for selecting formal study-reporting rules.
    10 installs
67. ▌
    Business Writing · peterbamuhigire bundle

    Use when drafting or revising non-academic prose such as emails, memos, letters, plans, articles, web copy, speeches, resumes, or executive briefs; use academic-writing for scholarly outputs and executive-communication for decision-led executive synthesis.
    6 installs
68. ▌
    Knowledge Mining · peterbamuhigire bundle

    Use when turning a corpus into reusable, monetizable, verifiable knowledge assets: entity-event-issue extraction, claim libraries, evidence maps, reusable briefs, ontology seeds, dossiers, and refresh cadences.
    6 installs
69. ▌
    Peer Review Loop · peterbamuhigire bundle

    Use when research, analysis, forecasts, or recommendations need adversarial review, red-team challenge, devil's advocacy, source audit, method review, dissent handling, and revision disposition before release.
    7 installs
70. ▌
    Pi Investigation · peterbamuhigire bundle

    Use when an authorised licensed private-investigator workflow needs lawful collection, chain of custody, and an evidentiary report; use osint-investigation for public-source reconnaissance and refuse unlicensed surveillance or harm-enabling requests.
    8 installs
71. ▌
    Primary Research · peterbamuhigire bundle

    Use when the project cannot rely on desk research alone and needs first-hand qualitative evidence such as interviews, observation, focus groups, field visits, or coded open-ended responses. Encodes qualitative design, fieldwork discipline, coding, credibility checks, and reporting gates.
    1 install
72. ▌
    Capability Matrix · peterbamuhigire bundle

    Use when starting a new project, scoping a feature, or deciding which skill stack to load — provides the canonical Foundation → Implementation → Validation → Companions skill set per technology domain. The lookup table that turns "I'm building X" into "load these skills, in this order".
    5 installs
73. ▌
    Source Evaluation · peterbamuhigire bundle

    Use when admitting any source into research and assessing its provenance, authority, independence, timeliness, bias, media integrity, and fit for a claim; use source-verification afterward to test URLs, quotes, statistics, claim links, and release readiness.
    6 installs
74. ▌
    Directory Name · peterbamuhigire

    Use when <concrete trigger>; use <nearest-neighbour> instead for <excluded trigger>. Produces <named result> for <consumer>.
    11 installs
75. ▌
    Analytic Tradecraft · peterbamuhigire bundle

    Use when a forward-looking judgment or contested-evidence question needs structured analytic techniques, bias checks, sourcing discipline, alternatives, and calibrated estimative language; use critical-reasoning-and-argument for general claim and warrant testing.
    5 installs
76. ▌
    Consulting Delivery · peterbamuhigire bundle

    Use when the engine's research must be turned into consulting-grade problem solving: issue trees, hypothesis-led workplans, analysis plans, stakeholder management, implementation logic, and transformation framing. Encodes consulting craft without relaxing evidence discipline.
    5 installs
77. ▌
    Osint Investigation · peterbamuhigire bundle

    Use when lawful public-source investigation needs stakeholder reconnaissance, adverse-media review, chronology, source capture, or case-vault discipline; use pi-investigation only for authorised licensed-PI work and refuse surveillance, harassment, stalking, or doxxing.
    3 installs
78. ▌
    Research Techniques · peterbamuhigire bundle

    Use when a research project needs a specific named technique — mini-analysis, crosswalk matrix, cross-cohort synthesis, gap analysis, reference interview, controlled vocabulary, pain-point taxonomy, search-operator grammar, Google-search API. Companion to research-orchestration; load only the technique the situation demands.
    1 install
79. ▌
    Source Verification · peterbamuhigire bundle

    Use when a research project must verify sources, URLs, quotes, statistics, claim-source links, archive snapshots, registry completeness, and release readiness after source evaluation and before synthesis or publication.
    5 installs
80. ▌
    Evidence Claim Graph · peterbamuhigire bundle

    Use when research must become a traceable evidence-to-claim knowledge graph rather than loose notes. Encodes source, evidence, claim, warrant, inference, synthesis, gap, contradiction, and finding nodes with registry-ready relationships.
    3 installs
81. ▌
    Data Quality Pipeline · peterbamuhigire bundle

    Use when profiling, cleaning, merging, or validating tabular research data through encoding, tidy-structure, anomaly, lineage, and quality gates; use dataset-discovery-and-analysis first when the dataset still needs to be found or retrieved.
    6 installs
82. ▌
    Online Legal Research · peterbamuhigire bundle

    Use when a question turns on statutes, regulations, cases, treaties, legal authority, or jurisdiction-specific analysis; use source-evaluation for general source quality and refuse to treat unverified currency or secondary commentary as controlling law.
    2 installs
83. ▌
    Quantitative Modelling · peterbamuhigire bundle

    Use when research requires quantitative modelling: market sizing, triangulation, sensitivity analysis, scenario models, assumption registers, forecast models, data-quality caveats, and model audit checks.
    7 installs
84. ▌
    Research Orchestration · peterbamuhigire bundle

    Use when starting or replanning a multi-source research project that needs a research-type choice, discipline strategy, reading mode, wave plan, verification, gap filling, and synthesis; use research-design for formal method design and research-techniques for one bounded technique.
    1 install
85. ▌
    Executive Communication · peterbamuhigire bundle

    Use when verified research must become an answer-first memo, report, deck, or one-pager for senior readers; this skill structures the argument and page messages, while critical-reasoning-and-argument tests the underlying claims.
    8 installs
86. ▌
    Kenya Academic Research · peterbamuhigire bundle

    Use when an academic proposal, thesis, dissertation, project, defence, or research-governance artefact must be checked against a named Kenya-based handbook; use primary-research for fieldwork design and source-evaluation for evidence quality.
    1 install
87. ▌
    Research Output Formats · peterbamuhigire bundle

    Use when selecting the document form and academic or non-academic variant for a research deliverable such as a paper, thesis, policy brief, intelligence report, market analysis, legal opinion, case study, or feasibility study; use report-and-proposal-craft for the persuasion mechanics of business reports and proposals.
    2 installs
88. ▌
    Analytical Report Shapes · peterbamuhigire bundle

    Use when selecting or designing the exact shape of a decision-grade analytical artifact: intelligence brief, estimative memo, warning note, decision memo, status report, evaluation report, research report, due-diligence memo, market analysis, or executive one-pager.
    5 installs
89. ▌
    Knowledge Productization · peterbamuhigire bundle

    Use when the engine must turn research into reusable knowledge assets, audience-specific variants, and monetizable offerings rather than a one-off document only. Encodes knowledge audit, asset design, reuse discipline, and commercialization framing.
    5 installs
90. ▌
    Uganda Academic Research · peterbamuhigire bundle

    Use when drafting or reviewing a concept paper, proposal, dissertation, thesis, report, viva plan, or dissemination artifact against a named Ugandan university handbook; use research-design for method logic and never generalise one institution's rule to another without evidence.
    3 installs
91. ▌
    Web Scraping Foundations · peterbamuhigire bundle

    Use when choosing and validating the least invasive acquisition path for web data across published APIs, JSON endpoints, structured HTML, or browser automation, including politeness and error handling; use scraping-engineering-python when a Python crawl needs caching, concurrency, resumability, or Scrapy.
    5 installs
92. ▌
    Decision Support Analysis · peterbamuhigire bundle

    Use when research must support a decision, recommendation, investment, policy choice, product bet, go/no-go call, prioritization, or executive memo. Encodes decision framing, alternatives, values, uncertainty, tradeoffs, pre-mortem, and commitment quality gates.
    9 installs
93. ▌
    Report And Proposal Craft · peterbamuhigire bundle

    Use when choosing and drafting a long-form business report, proposal, business plan, bid response, or white paper whose evidence, persuasion structure, and reader decision must be explicit; use business-writing for short emails, memos, blogs, or web copy.
    4 installs
94. ▌
    Mind Mapping And Synthesis · peterbamuhigire bundle

    Use when a verified corpus or brief must be compressed into a navigable mind map for synthesis, taxonomy, wave planning, or decomposition; use cross-cohort-synthesis for final comparative findings and knowledge-mining for reusable claim assets.
    5 installs
95. ▌
    Python Document Generation · peterbamuhigire bundle

    Use when Python must generate downloadable Excel, Word, or PDF artefacts for application users with branding, charts, tables, formulas, and delivery controls; use the format-specific skill when only one document type needs manual production.
    3 installs
96. ▌
    Skill Taxonomy And Routing · peterbamuhigire bundle

    Use when normalizing skill names, resolving whether a capability should be a standalone skill or a reference file, updating routers, removing alias drift, or auditing the repository's research skill taxonomy.
    5 installs
97. ▌
    Agentic Research Operations · peterbamuhigire bundle

    Use when designing, running, or auditing multi-agent research operations: wave planning, task briefs, agent roles, tool boundaries, verification loops, failure recovery, evaluation, and portable runtime behavior across Codex, Claude, and other agents.
    1 install
98. ▌
    Calibration And Forecasting · peterbamuhigire bundle

    Use when research output makes forecasts, probability judgments, risk calls, market outlooks, scenario likelihoods, warning indicators, or confidence claims that must be calibrated, scored, updated, and separated from source reliability.
    5 installs
99. ▌
    Scraping Engineering Python · peterbamuhigire bundle

    Use when scaling a Python scraper beyond a single-file requests script — encodes Lawson's *Web Scraping with Python* engineering layer (caching to disk and MongoDB, concurrent downloading, dynamic content via WebKit/Selenium/Playwright, form interaction, CAPTCHA strategies, Scrapy framework selection).
    7 installs
100. ▌
     Academic Reporting Standards · peterbamuhigire bundle

     Use when an academic paper, thesis, dissertation, journal article, systematic review, or examinable artefact must follow a named reporting or examination standard; use academic-writing instead for prose craft without a reporting-standard decision.
     5 installs