From a7c27fb58d0d8b8ed11515ad6a9c9e297e483d6f Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 16:18:28 +0200 Subject: [PATCH] feat: mayor skill package v0.1.0 --- PROVENANCE.md | 31 +++ SKILL.md | 49 +++++ manifest.json | 310 +++++++++++++++++++++++++++++ references/ai-skills.md | 418 ++++++++++++++++++++++++++++++++++++++++ references/market.md | 62 ++++++ references/profile.md | 23 +++ references/skills.md | 61 ++++++ references/tasks.md | 66 +++++++ references/tools.md | 38 ++++ 9 files changed, 1058 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..8a0a0e7 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — mayor + +Where the content of this skill package comes from, counted by +content items (tasks, competences, tools, evidence entries, curated +knowledge). Rendered live by Gitea: + +```mermaid +%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%% +pie showData + title Content sources — mayor + "ESCO (occupation & competences)" : 32 + "O*NET (tasks & tools)" : 90 + "Job boards (market evidence)" : 21 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 195 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 32 | 9.3 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 90 | 26.2 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 21 | 6.1 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.5 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 195 | 56.9 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..4860e62 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,49 @@ +--- +name: mayor +description: "Occupational skill for the role 'mayor' (also: council leader, mayoress, leader of the council, civic leader, lady mayoress, lord mayor). Use when the user asks for typical mayor work such as: typical mayor responsibilities" +--- + +# Mayor + +Mayors chair their jurisdiction's council meetings and act as main supervisor of the local government's administrative and operational policies. They also represent their jurisdiction in ceremonial and official events and promote activities and events. They, together with the council, hold the local or regional legislative power and oversee development and implementation of policies. They also supervise staff and perform administrative duties. + +## Core workflow + + +## How to use this skill + +- Read [references/profile.md](references/profile.md) for the occupation profile and scope. +- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory. +- Check [references/skills.md](references/skills.md) for essential vs. optional competences. +- Check [references/tools.md](references/tools.md) for the software commonly used in this role. +- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution). + +## Key competences (essential) + +- build community relations +- good governance +- government policy implementation +- government representation +- liaise with local authorities +- maintain relations with local representatives +- maintain relationships with government agencies +- manage administrative systems +- manage government policy implementation +- perform government ceremonies +- public administration + +## Hot technologies + +- Adobe Acrobat +- Cisco Webex +- Microsoft Access +- Microsoft Excel +- Microsoft Office software +- Microsoft Outlook +- Microsoft SharePoint +- Microsoft SQL Server +- Microsoft Visual Basic +- Microsoft Word + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/6cee3765-2b3b-48b0-af2b-1eb512d071fd), O*NET 30.3 (11-1031.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..bc9e91a --- /dev/null +++ b/manifest.json @@ -0,0 +1,310 @@ +{ + "name": "mayor", + "title": "mayor", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/6cee3765-2b3b-48b0-af2b-1eb512d071fd", + "esco_code": "1111.4", + "isco_group": "1111", + "onet_soc": "11-1031.00", + "crosswalk_match": "manual nearest via ISCO 1111 (Legislators)" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 0, + "dwas": 0, + "skills_essential": 11, + "skills_optional": 20, + "software": 0 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 2 + }, + "wshobson/agents": { + "repo": "https://github.com/wshobson/agents", + "commit": "6fd3247", + "license": "MIT (c) Seth Hobson", + "skills": 1 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 7 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 3 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 4 + }, + "DheerG/swarms": { + "repo": "https://github.com/DheerG/swarms", + "commit": "617900e", + "license": "MIT", + "skills": 1 + }, + "tinyplex/tinybase": { + "repo": "https://github.com/tinyplex/tinybase", + "commit": "b211ee9", + "license": "MIT", + "skills": 1 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 2 + }, + "silverstein/minutes": { + "repo": "https://github.com/silverstein/minutes", + "commit": "3fb2e83", + "license": "MIT", + "skills": 1 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 5 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 2 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 4 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 3 + }, + "wanshuiyin/Auto-claude-code-research-in-sleep": { + "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep", + "commit": "eb5c9d7", + "license": "MIT", + "skills": 1 + }, + "JimLiu/baoyu-skills": { + "repo": "https://github.com/JimLiu/baoyu-skills", + "commit": "6b7a2e4", + "license": "MIT", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 1 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 6 + }, + "k-kolomeitsev/data-structure-protocol": { + "repo": "https://github.com/k-kolomeitsev/data-structure-protocol", + "commit": "a911c72", + "license": "Apache-2.0", + "skills": 1 + }, + "staruhub/ClaudeSkills": { + "repo": "https://github.com/staruhub/ClaudeSkills", + "commit": "3d4045d", + "license": "MIT", + "skills": 1 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 2 + }, + "googleworkspace/cli": { + "repo": "https://github.com/googleworkspace/cli", + "commit": "a3768d0", + "license": "Apache-2.0", + "skills": 2 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 4 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "license": "MIT", + "skills": 4 + }, + "Chachamaru127/claude-code-harness": { + "repo": "https://github.com/Chachamaru127/claude-code-harness", + "commit": "9851b1a", + "license": "custom (see upstream LICENSE)", + "skills": 3 + }, + "aden-hive/hive": { + "repo": "https://github.com/aden-hive/hive", + "commit": "3c390c9", + "license": "Apache-2.0", + "skills": 1 + }, + "activeloopai/hivemind": { + "repo": "https://github.com/activeloopai/hivemind", + "commit": "abd3771", + "license": "Apache-2.0", + "skills": 1 + }, + "gotalab/cc-sdd": { + "repo": "https://github.com/gotalab/cc-sdd", + "commit": "29aee95", + "license": "MIT", + "skills": 1 + }, + "iurykrieger/claude-bedrock": { + "repo": "https://github.com/iurykrieger/claude-bedrock", + "commit": "7cac16c", + "license": "MIT", + "skills": 1 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 1 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 1 + }, + "memvid/claude-brain": { + "repo": "https://github.com/memvid/claude-brain", + "commit": "5df71f7", + "license": "MIT", + "skills": 2 + }, + "plasma-ai/fractal": { + "repo": "https://github.com/plasma-ai/fractal", + "commit": "73ce05a", + "license": "Apache-2.0", + "skills": 1 + }, + "giuseppe-trisciuoglio/developer-kit": { + "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit", + "commit": "306f428", + "license": "MIT", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 2 + }, + "backnotprop/plannotator": { + "repo": "https://github.com/backnotprop/plannotator", + "commit": "29513e1", + "license": "Apache-2.0", + "skills": 1 + }, + "jezweb/claude-skills": { + "repo": "https://github.com/jezweb/claude-skills", + "commit": "e875a6b", + "license": "MIT", + "skills": 1 + }, + "hqhq1025/skill-optimizer": { + "repo": "https://github.com/hqhq1025/skill-optimizer", + "commit": "b9ffd15", + "license": "MIT", + "skills": 1 + }, + "dongshuyan/compass-skills": { + "repo": "https://github.com/dongshuyan/compass-skills", + "commit": "47b0dab", + "license": "MIT", + "skills": 1 + }, + "transloadit/skills": { + "repo": "https://github.com/transloadit/skills", + "commit": "8dd2fd9", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "dembrandt/dembrandt-skills": { + "repo": "https://github.com/dembrandt/dembrandt-skills", + "commit": "38cd2b7", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 3, + "adjacent": 77 + } + }, + "provenance": { + "items": { + "esco": 32, + "onet": 90, + "jobads": 21, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 195, + "stackx": 0 + }, + "share_percent": { + "esco": 9.3, + "onet": 26.2, + "jobads": 6.1, + "wiki_ai": 0.0, + "anthropic": 1.5, + "ai_skills": 56.9, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..02c6d9e --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,418 @@ +# External AI agent skills — mayor + +Proven, publicly available AI agent skills mapped to this occupation. +Nothing is copied from the sources: every entry is a name, a one-line +summary and a link to the upstream skill package. Each section names +its source repository, commit, license and retrieval date. + +**Tiers:** `core` = the skill directly exercises a top market hard +skill, tool or method (from gated job-ad evidence) or an essential +ESCO competence of this occupation; `adjacent` = +plausibly useful, secondary. Entries are capped at 12 per source +and 80 in total per occupation (core first, +strongest matches survive); everything beyond the caps is excluded +and logged in the pipeline audit trail, not in this package. + +_Matched deterministically (ISCO group + title/competence keywords, +tiered against market evidence + ESCO essentials) by +`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._ + +## Source: anthropics/skills + +- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14) +- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) | +| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) | + +## Source: wshobson/agents + +- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14) +- License: MIT (c) Seth Hobson + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `team-collaboration-dx-optimizer (agent)` | adjacent | Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed. | [source](https://github.com/wshobson/agents/tree/main/plugins/team-collaboration/agents/dx-optimizer.md) | + +## Source: a5c-ai/babysitter + +- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) | +| `nvenc-nvdec` | adjacent | NVIDIA hardware video encoding/decoding integration. Configure NVENC encoding parameters, set up NVDEC decoding pipelines, handle codec configurations, integrate with CUDA for pre/post processing, and manage video memory surfaces. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/nvenc-nvdec) | +| `policy-communication` | adjacent | Translate research findings into accessible policy briefs, presentations, and stakeholder communications | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/policy-communication) | +| `vulkan-compute` | adjacent | Vulkan compute shader development and pipeline configuration. Generate GLSL/HLSL compute shaders, compile to SPIR-V, configure compute pipelines, manage descriptor sets and resource bindings, implement memory barriers and synchronization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/vulkan-compute) | + +## Source: activeloopai/hivemind + +- Repository: [https://github.com/activeloopai/hivemind](https://github.com/activeloopai/hivemind) (commit `abd3771`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `hivemind-graph` | adjacent | Query the local code graph (functions, classes, calls, imports) through the Deeplake mount at memory/graph/. Use when the user asks structural questions about the codebase — "what calls X?", "what does Y import?", "where is Z defined?", … | [source](https://github.com/activeloopai/hivemind/tree/abd3771/harnesses/claude-code/skills/hivemind-graph) | + +## Source: aden-hive/hive + +- Repository: [https://github.com/aden-hive/hive](https://github.com/aden-hive/hive) (commit `3c390c9`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `hive.note-taking` | adjacent | Maintain a free-form scratchpad of decisions, extracted values, and open questions so context pruning doesn't lose anything you still need. | [source](https://github.com/aden-hive/hive/tree/3c390c9/core/framework/skills/_default_skills/note-taking) | + +## Source: affaan-m/everything-claude-code + +- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `agentic-os` | adjacent | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) | +| `knowledge-ops` | adjacent | Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/knowledge-ops) | + +## Source: alirezarezvani/claude-skills + +- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `google-workspace-cli` | adjacent | Google Workspace administration via the gws CLI (github.com/googleworkspace/cli). Install, authenticate, and automate Gmail, Drive, Sheets, Calendar, Docs, Chat, and Tasks. Run security audits and use local recipe templates and persona … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/google-workspace-cli/skills/google-workspace-cli) | +| `social-media-manager` | adjacent | When the user wants to develop social media strategy, plan content calendars, manage community engagement, or grow their social presence across platforms. Also use when the user mentions 'social media strategy,' 'social calendar,' … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/marketing-skill/skills/social-media-manager) | + +## Source: backnotprop/plannotator + +- Repository: [https://github.com/backnotprop/plannotator](https://github.com/backnotprop/plannotator) (commit `29513e1`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `plannotator-visual-explainer` | adjacent | Generate self-contained HTML visualizations with Plannotator theming. Use for implementation plans, PR explainers, architecture diagrams, data tables, slide decks, and any visual explanation of technical concepts. Plans and PR explainers … | [source](https://github.com/backnotprop/plannotator/tree/29513e1/apps/skills/extra/plannotator-visual-explainer) | + +## Source: basicmachines-co/basic-memory + +- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-curate` | core | Curate the Basic Memory knowledge graph: find orphan notes and suggest links, propose typed relations, merge duplicates, audit tags and folders, and build hub notes. Use to organize, connect, and improve a knowledge base as notes … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-curate) | +| `memory-lifecycle` | adjacent | Manage entity status transitions in Basic Memory: archive completed work, move notes between status folders, update frontmatter, and handle edge cases. Use when marking items complete, archiving old entities, or managing any folder-based … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-lifecycle) | +| `memory-notes` | adjacent | How to write well-structured Basic Memory notes: frontmatter, observations with semantic categories, relations with wiki-links, and best practices for building a rich knowledge graph. Use when creating or improving notes. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-notes) | + +## Source: brycewang-stanford/Auto-Empirical-Research-Skills + +- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14) +- License: CC-BY-4.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `arxiv` | adjacent | Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/arxiv) | +| `hud` | adjacent | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) | +| `obsidian-project-memory` | adjacent | This skill should be used when the user asks to maintain an Obsidian knowledge base for a research project, import an existing research repository into Obsidian, keep project memory or daily notes synchronized, summarize project context … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/obsidian-project-memory) | + +## Source: Chachamaru127/claude-code-harness + +- Repository: [https://github.com/Chachamaru127/claude-code-harness](https://github.com/Chachamaru127/claude-code-harness) (commit `9851b1a`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `harness-plan-brief` | adjacent | Generate a Plan Brief HTML for non-engineer vibecoders before implementation starts. Searches harness-mem (project-only) for relevant past decisions, patterns, and Plans archive entries, then renders a single-file HTML artifact summarizing … | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-plan-brief) | +| `harness-setup` | adjacent | HAR: Project init, tool setup, agent config, memory setup, skill mirror sync. Trigger: setup, init, new project, CI/Codex setup, harness-mem, mirror. Do NOT load for: implementation, review, release, planning. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-setup) | +| `memory` | adjacent | Manage SSOT, memory, and cross-tool memory search. Guardian of decisions.md and patterns.md. Use when user mentions memory, SSOT, decisions.md, patterns.md, merging, migration, SSOT promotion, sync memory, save learnings, memory search, … | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/memory) | + +## Source: davepoon/buildwithclaude + +- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `outlook-calendar-automation` | adjacent | Automate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and handle invitations. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/outlook-calendar-automation) | +| `google-calendar-automation` | adjacent | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-calendar-automation) | +| `googlesheets-automation` | adjacent | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting, and search rows programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/googlesheets-automation) | +| `init` | adjacent | Frictionless setup. Detects missing daemon, installs it, configures local memory, and verifies the full plugin → MCP → daemon round-trip. Run after `/plugin install origin@7xuanlu`, or any time the user says "set up origin", "is origin … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/origin/skills/init) | +| `recall` | adjacent | Search Origin's local memory by query. Targeted lookup, not orientation. Invoked as `/recall `. Use when the user asks "do you remember", "what do you know about", "look up". | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/origin/skills/recall) | + +## Source: davila7/claude-code-templates + +- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ai-agents-architect` | adjacent | Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/ai-agents-architect) | +| `swarmvault` | adjacent | Use SwarmVault when the user needs a local-first knowledge vault that writes durable markdown, graph, search, dashboard, review, and MCP artifacts to disk from books, notes, transcripts, exports, datasets, slide decks, files, URLs, code, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/swarmvault) | +| `Excel Analysis` | adjacent | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) | +| `agent-memory-systems` | adjacent | Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and the cognitive architectures … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-systems) | + +## Source: dembrandt/dembrandt-skills + +- Repository: [https://github.com/dembrandt/dembrandt-skills](https://github.com/dembrandt/dembrandt-skills) (commit `38cd2b7`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `authentic-product-representation` | adjacent | Product visuals — hero shots, demos, screenshots, landing-page panels — must reproduce the real product, not a stylised poster of it. Design with real content and real data, mirror the actual output the product generates, keep every label … | [source](https://github.com/dembrandt/dembrandt-skills/tree/38cd2b7/skills/authentic-product-representation) | + +## Source: DheerG/swarms + +- Repository: [https://github.com/DheerG/swarms](https://github.com/DheerG/swarms) (commit `617900e`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `audit-context` | adjacent | Evaluates ambient context artifacts (CLAUDE.md, memory, local skills, settings hooks) for compatibility with swarm governance. Returns a classified report so users can address interference before launching a team. | [source](https://github.com/DheerG/swarms/tree/617900e/skills/audit-context) | + +## Source: dongshuyan/compass-skills + +- Repository: [https://github.com/dongshuyan/compass-skills](https://github.com/dongshuyan/compass-skills) (commit `47b0dab`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `task-forest` | adjacent | Maintains a repo-local task forest or task DAG for the current workspace. Use when the user asks to initialize, update, close a session, summarize evolving project tasks, decide whether a new request is a global task or subtask, track task … | [source](https://github.com/dongshuyan/compass-skills/tree/47b0dab/skills/task-forest) | + +## Source: giuseppe-trisciuoglio/developer-kit + +- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-md-management` | adjacent | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) | + +## Source: googleworkspace/cli + +- Repository: [https://github.com/googleworkspace/cli](https://github.com/googleworkspace/cli) (commit `a3768d0`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `gws-calendar` | adjacent | Google Calendar: Manage calendars and events. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/gws-calendar) | +| `recipe-backup-sheet-as-csv` | adjacent | Export a Google Sheets spreadsheet as a CSV file for local backup or processing. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/recipe-backup-sheet-as-csv) | + +## Source: gotalab/cc-sdd + +- Repository: [https://github.com/gotalab/cc-sdd](https://github.com/gotalab/cc-sdd) (commit `29aee95`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `kiro-steering` | adjacent | Maintain {{KIRO_DIR}}/steering/ as persistent project memory (bootstrap/sync). Use when initializing or updating steering documents. | [source](https://github.com/gotalab/cc-sdd/tree/29aee95/tools/cc-sdd/templates/agents/claude-code-skills/skills/kiro-steering) | + +## Source: hqhq1025/skill-optimizer + +- Repository: [https://github.com/hqhq1025/skill-optimizer](https://github.com/hqhq1025/skill-optimizer) (commit `b9ffd15`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `skill-miner` | adjacent | Use when mining coding-agent session history, archived transcripts, memories, or repeated local work to discover recurring workflows that should become new Agent Skills. | [source](https://github.com/hqhq1025/skill-optimizer/tree/b9ffd15/skills/skill-miner) | + +## Source: iurykrieger/claude-bedrock + +- Repository: [https://github.com/iurykrieger/claude-bedrock](https://github.com/iurykrieger/claude-bedrock) (commit `7cac16c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `learn` | adjacent | Ingests an external data source into the Second Brain. Fetches content from Confluence, Google Docs, GitHub repositories, remote URLs, or any local file format supported by docling (DOCX, PPTX, XLSX, PDF, HTML, EPUB, images, Markdown, CSV, … | [source](https://github.com/iurykrieger/claude-bedrock/tree/7cac16c/skills/learn) | + +## Source: jeremylongshore/claude-code-plugins-plus-skills + +- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cursor-performance-tuning` | adjacent | Optimize Cursor IDE performance: reduce memory usage, speed up indexing, tune AI features, and manage extensions for large codebases. Triggers on "cursor performance", "cursor slow", "cursor optimization", "cursor memory", "speed up … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/cursor-pack/skills/cursor-performance-tuning) | +| `gamma-core-workflow-b` | adjacent | Generate from templates, retrieve exports, and manage sharing via Gamma API. Use when creating content from template gammas, downloading PDF/PPTX/PNG exports, or configuring sharing and folder organization. Trigger: "gamma template", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/gamma-pack/skills/gamma-core-workflow-b) | +| `granola-ci-integration` | adjacent | Build automated pipelines from Granola meeting notes to GitHub Issues, Linear tasks, Slack notifications, and documentation updates using Zapier and GitHub Actions. Trigger: "granola CI", "granola automation pipeline", "granola to github", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-ci-integration) | +| `presentation-slide-outliner` | adjacent | Manage presentation slide outliner operations. Auto-activating skill for Visual Content. Triggers on: presentation slide outliner, presentation slide outliner Part of the Visual Content skill category. Use when working with presentation … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/18-visual-content/presentation-slide-outliner) | +| `twinmind-reference-architecture` | adjacent | Production architecture for meeting AI systems using TwinMind: transcription pipeline, memory vault, action item workflow, and calendar integration. Use when implementing reference architecture, or managing TwinMind meeting AI operations. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-reference-architecture) | +| `windsurf-cascade-context` | adjacent | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) | + +## Source: jezweb/claude-skills + +- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `shopify-products` | adjacent | Create and manage Shopify products via the Admin GraphQL API or CSV import. Workflow: gather data, choose method, execute, verify. Use whenever the user wants to add products to Shopify, bulk-import a catalog from CSV/spreadsheet/URL, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/shopify/skills/shopify-products) | + +## Source: JimLiu/baoyu-skills + +- Repository: [https://github.com/JimLiu/baoyu-skills](https://github.com/JimLiu/baoyu-skills) (commit `6b7a2e4`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `baoyu-wechat-summary` | adjacent | Summarizes WeChat group chat highlights into a structured digest using the local wx-cli binary (https://github.com/jackwener/wx-cli). Generates a normal digest by default; a roast (毒舌) version is opt-in. Maintains per-group history … | [source](https://github.com/JimLiu/baoyu-skills/tree/6b7a2e4/skills/baoyu-wechat-summary) | + +## Source: K-Dense-AI/claude-scientific-skills + +- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `liteparse` | adjacent | Local document and PDF parsing with spatial text and bounding boxes. Use for extracting text from PDFs, DOCX, Office files, and images; OCR on scans; layout-preserved JSON for RAG; batch-ingesting paper folders; or page screenshots for … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/liteparse) | + +## Source: K-Dense-AI/scientific-agent-skills + +- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `liteparse` | adjacent | Local document and PDF parsing with spatial text and bounding boxes. Use for extracting text from PDFs, DOCX, Office files, and images; OCR on scans; layout-preserved JSON for RAG; batch-ingesting paper folders; or page screenshots for … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/liteparse) | + +## Source: k-kolomeitsev/data-structure-protocol + +- Repository: [https://github.com/k-kolomeitsev/data-structure-protocol](https://github.com/k-kolomeitsev/data-structure-protocol) (commit `a911c72`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `data-structure-protocol` | adjacent | Build and navigate DSP (Data Structure Protocol) — graph-based long-term structural memory of codebases for LLM agents. Stores entities (modules, functions), their dependencies (imports), public API (shared/exports), and reasons for every … | [source](https://github.com/k-kolomeitsev/data-structure-protocol/tree/a911c72/skills/data-structure-protocol) | + +## Source: memvid/claude-brain + +- Repository: [https://github.com/memvid/claude-brain](https://github.com/memvid/claude-brain) (commit `5df71f7`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory` | adjacent | Claude Mind - Search and manage Claude's persistent memory stored in a single portable .mv2 file | [source](https://github.com/memvid/claude-brain/tree/5df71f7/skills/memory) | +| `mind` | adjacent | Claude Mind - Search and manage Claude's persistent memory stored in a single portable .mv2 file | [source](https://github.com/memvid/claude-brain/tree/5df71f7/skills/mind) | + +## Source: mohitagw15856/pm-claude-skills + +- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `professional-brain` | core | Maintain a durable, local markdown memory ('brain') of your product context, decisions, hypotheses, and stakeholders that other skills read from and write back to. Use when asked to set up a brain, ingest notes/artifacts into memory, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-cross/skills/professional-brain) | +| `board-deck-narrative` | adjacent | Build the storyline and slide structure for a board presentation. Use when asked to create a board deck, board presentation narrative, board meeting slides, or quarterly board update. Produces a complete slide-by-slide structure with … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-business/skills/board-deck-narrative) | +| `board-minutes` | adjacent | Write formal board meeting minutes from an agenda, notes, transcript, or discussion summary. Use when asked to draft board minutes, governance minutes, meeting minutes for a board, or a formal record of decisions and actions. Produces … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-business/skills/board-minutes) | +| `policy-memo` | adjacent | Write a decision-ready policy memo that frames an issue and recommends an option. Use when asked to write a policy memo, options paper, decision memo for a principal/minister/executive, or brief a decision-maker on a policy choice. … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-gov/skills/policy-memo) | +| `roadmap-presentation` | adjacent | Create structured roadmap presentations calibrated to any audience. Use when asked to build a product roadmap, present roadmap to leadership, create a roadmap slide, or communicate quarterly plans to execs, teams, or customers. Produces an … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-planning/skills/roadmap-presentation) | +| `sop-meeting-prep` | adjacent | Prepare an S&OP cycle readout that surfaces the demand-supply gaps and forces the three decisions the meeting must make. Use when asked to prep an S&OP meeting, build the executive S&OP deck, summarize demand vs supply for the monthly … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-supplychain/skills/sop-meeting-prep) | +| `async-decision-memo` | adjacent | Run a decision asynchronously — the memo, the silent-read window, the comment protocol, and the deadline that makes it land without a meeting. Use when asked to decide something async, replace a decision meeting with a document, run an … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-operations/skills/async-decision-memo) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `performing-thick-client-application-penetration-test` | adjacent | Conduct a thick client application penetration test to identify insecure local storage, hardcoded credentials, DLL hijacking, memory manipulation, and insecure API communication in desktop applications using dnSpy, Procmon, and Burp Suite. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-thick-client-application-penetration-test) | +| `analyzing-memory-dumps-with-volatility` | adjacent | Analyzes RAM memory dumps from compromised systems using the Volatility framework to identify malicious processes, injected code, network connections, loaded modules, and extracted credentials. Supports Windows, Linux, and macOS memory … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-dumps-with-volatility) | + +## Source: plasma-ai/fractal + +- Repository: [https://github.com/plasma-ai/fractal](https://github.com/plasma-ai/fractal) (commit `73ce05a`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory` | adjacent | How to maintain node memory well -- the node's persistent knowledge store. | [source](https://github.com/plasma-ai/fractal/tree/73ce05a/fractal/_node/skills/memory) | + +## Source: rampstackco/claude-skills + +- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `content-strategy` | adjacent | Develop a content strategy covering editorial positioning, content pillars, formats, calendar, governance, and topical authority planning. Use this skill whenever the user wants to plan a content program, define content pillars, build an … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/content-strategy) | + +## Source: ruvnet/claude-code-flow + +- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `harness-evolve` | adjacent | Run `@metaharness/darwin evolve ` to mutate a harness's seven policy surfaces (planner/contextBuilder/reviewer/retryPolicy/toolPolicy/memoryPolicy/scorePolicy), sandbox-score each variant, and promote only measured wins. The model is … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-metaharness/skills/harness-evolve) | +| `rvf-manage` | adjacent | Manage RVF (Ruflo Vector Format) files for portable agent memory and cross-platform transfer | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-rvf/skills/rvf-manage) | +| `AgentDB Memory Patterns` | adjacent | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) | +| `V3 Memory Unification` | adjacent | Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend). | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/v3-memory-unification) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `harness-evolve` | adjacent | Run `@metaharness/darwin evolve ` to mutate a harness's seven policy surfaces (planner/contextBuilder/reviewer/retryPolicy/toolPolicy/memoryPolicy/scorePolicy), sandbox-score each variant, and promote only measured wins. The model is … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-metaharness/skills/harness-evolve) | +| `rvf-manage` | adjacent | Manage RVF (Ruflo Vector Format) files for portable agent memory and cross-platform transfer | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-rvf/skills/rvf-manage) | +| `AgentDB Memory Patterns` | adjacent | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) | +| `V3 Memory Unification` | adjacent | Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend). | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/v3-memory-unification) | + +## Source: sanjay3290/ai-skills + +- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `gmail` | adjacent | Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels. Use when user asks to: search email, read email, send email, create email draft, mark as read, archive email, star email, or manage Gmail … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/gmail) | +| `google-slides` | adjacent | Read and write Google Slides presentations - get text, find presentations, create presentations, add slides, replace text, and manage slide content. Use when user asks to: read a presentation, create slides, find slides, add a slide, … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/google-slides) | + +## Source: silverstein/minutes + +- Repository: [https://github.com/silverstein/minutes](https://github.com/silverstein/minutes) (commit `3fb2e83`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `minutes-cleanup` | adjacent | Manage old recordings — find large files, archive old meetings, delete processed originals. Use when the user says "clean up recordings", "how much space are meetings using", "delete old recordings", "archive meetings", "manage meeting … | [source](https://github.com/silverstein/minutes/tree/3fb2e83/.agents/skills/minutes/minutes-cleanup) | + +## Source: staruhub/ClaudeSkills + +- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | adjacent | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) | + +## Source: tinyplex/tinybase + +- Repository: [https://github.com/tinyplex/tinybase](https://github.com/tinyplex/tinybase) (commit `b211ee9`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `build-with-tinybase` | adjacent | Scaffold, extend, and verify reactive local-first JavaScript or TypeScript applications with TinyBase. Use when choosing TinyBase for in-memory tabular or key-value state, generating an app with create-tinybase, adding schemas or UI … | [source](https://github.com/tinyplex/tinybase/tree/b211ee9/docs/skills/build-with-tinybase) | + +## Source: transloadit/skills + +- Repository: [https://github.com/transloadit/skills](https://github.com/transloadit/skills) (commit `8dd2fd9`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `transform-transcribe-audio-with-transloadit` | adjacent | One-off transcription of local audio or video files to text or subtitle files using Transloadit via the official `@transloadit/node` CLI. Use when the user wants speech in local media converted to `.txt`, `.json`, `.srt`, or `.webvtt`; … | [source](https://github.com/transloadit/skills/tree/8dd2fd9/skills/transform-transcribe-audio-with-transloadit) | + +## Source: wanshuiyin/Auto-claude-code-research-in-sleep + +- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `arxiv` | adjacent | Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/arxiv) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..aaaf826 --- /dev/null +++ b/references/market.md @@ -0,0 +1,62 @@ +# Market evidence report — mayor + +Source: **7 real job ads** (JSearch API, countries: us 6, gb 1), extracted into the MSSQL evidence store; as of 2026-07-17. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| n/a | 7 | 100 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | council meeting presiding | 6 | 86 % | +| 2 | municipal department leadership | 6 | 86 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | chief executive officer duties | 6 | 86 % | +| 2 | firing | 6 | 86 % | +| 3 | hiring | 6 | 86 % | + +## Regional breakdown + +> **Corpus note:** 7 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +**Insufficient evidence** — 6 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### UK (gb) + +**Insufficient evidence** — 1 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### EU/DACH (de, at, ch, nl) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + + +## Job title variants in the market + +| Title | Ads | +|---|---| +| City Executive-Mayor | 6 | +| Shaping London's Inclusive Public Realm | 1 | + +Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..8eafe9b --- /dev/null +++ b/references/profile.md @@ -0,0 +1,23 @@ +# Occupation profile — mayor + +- **ESCO URI:** http://data.europa.eu/esco/occupation/6cee3765-2b3b-48b0-af2b-1eb512d071fd +- **ESCO code:** 1111.4 +- **ISCO-08 group:** 1111 — Legislators + +## Description (ESCO) + +Mayors chair their jurisdiction's council meetings and act as main supervisor of the local government's administrative and operational policies. They also represent their jurisdiction in ceremonial and official events and promote activities and events. They, together with the council, hold the local or regional legislative power and oversee development and implementation of policies. They also supervise staff and perform administrative duties. + +## Definition + +nan + +## Alternative labels + +- council leader +- mayoress +- leader of the council +- civic leader +- lady mayoress +- lord mayor +- cabinet leader diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..028ca78 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,61 @@ +# Competences — mayor + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/6cee3765-2b3b-48b0-af2b-1eb512d071fd). + +## Essential + +- **build community relations** (skill/competence) +- **good governance** (knowledge) +- **government policy implementation** (knowledge) +- **government representation** (knowledge) +- **liaise with local authorities** (skill/competence) +- **maintain relations with local representatives** (skill/competence) +- **maintain relationships with government agencies** (skill/competence) +- **manage administrative systems** (skill/competence) +- **manage government policy implementation** (skill/competence) +- **perform government ceremonies** (skill/competence) +- **public administration** (knowledge) + +## Optional + +- advise on legislative acts (skill/competence) +- advise on public finance (skill/competence) +- analyse community needs (skill/competence) +- apply conflict management (skill/competence) +- budgetary principles (knowledge) +- conduct public presentations (skill/competence) +- constitutional law (knowledge) +- engage in debates (skill/competence) +- legislation procedure (knowledge) +- manage staff (skill/competence) +- motivate supporters (skill/competence) +- perform political negotiation (skill/competence) +- perform project management (skill/competence) +- political parties (knowledge) +- political science (knowledge) +- prepare legislation proposition (skill/competence) +- present legislation proposition (skill/competence) +- project management principles (knowledge) +- public finance (knowledge) +- public law (knowledge) + + + +## Market evidence (job-ad analysis, 7 ads, as of 2026-07-17) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- council meeting presiding — **86 %** +- municipal department leadership — **86 %** + +### Responsibilities + +- firing — **86 %** +- hiring — **86 %** +- chief executive officer duties — **86 %** +- community engagement — **14 %** +- project support — **14 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..a046357 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,66 @@ +# Tasks & work activities — mayor + +Source: O*NET 30.3, occupation 11-1031.00 (Legislators) — manual nearest-occupation mapping via ISCO group 1111; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[nan]** Analyze and understand the local and national implications of proposed legislation. +- **[nan]** Appoint nominees to leadership posts, or approve such appointments. +- **[nan]** Confer with colleagues to formulate positions and strategies pertaining to pending issues. +- **[nan]** Debate the merits of proposals and bill amendments during floor sessions, following the appropriate rules of procedure. +- **[nan]** Develop expertise in subject matters related to committee assignments. +- **[nan]** Hear testimony from constituents, representatives of interest groups, board and commission members, and others with an interest in bills or issues under consideration. +- **[nan]** Keep abreast of the issues affecting constituents by making personal visits and phone calls, reading local newspapers, and viewing or listening to local broadcasts. +- **[nan]** Maintain knowledge of relevant national and international current events. +- **[nan]** Make decisions that balance the perspectives of private citizens, public officials, and party leaders. +- **[nan]** Negotiate with colleagues or members of other political parties in order to reconcile differing interests, and to create policies and agreements. +- **[nan]** Prepare drafts of amendments, government policies, laws, rules, regulations, budgets, programs and procedures. +- **[nan]** Read and review concerns of constituents or the general public and determine if governmental action is necessary. +- **[nan]** Represent their parties in negotiations with political executives or members of other parties, and when speaking with the media. +- **[nan]** Review bills in committee, and make recommendations about their future. +- **[nan]** Seek federal funding for local projects and programs. +- **[nan]** Serve on commissions, investigative panels, study groups, and committees in order to examine specialized areas and recommend action. +- **[nan]** Vote on motions, amendments, and decisions on whether or not to report a bill out from committee to the assembly floor. +- **[nan]** Write, prepare, and deliver statements for the Congressional Record. +- **[nan]** Alert constituents of government actions and programs by way of newsletters, personal appearances at town meetings, phone calls, and individual meetings. +- **[nan]** Attend receptions, dinners, and conferences to meet people, exchange views and information, and develop working relationships. +- **[nan]** Conduct "head counts" to help predict the outcome of upcoming votes. +- **[nan]** Determine campaign strategies for media advertising, positions on issues, and public appearances. +- **[nan]** Encourage and support party candidates for political office. +- **[nan]** Establish personal offices in local districts or states, and manage office staff. +- **[nan]** Evaluate the structure, efficiency, activities, and performance of government agencies. +- **[nan]** Organize and maintain campaign organizations and fundraisers, in order to raise money for election or re-election. +- **[nan]** Oversee expense allowances, ensuring that accounts are balanced at the end of each fiscal year. +- **[nan]** Promote the industries and products of their electoral districts. +- **[nan]** Represent their government at local, national, and international meetings and conferences. +- **[nan]** Speak to students to encourage and support the development of future political leaders. + +## Detailed work activities + +- Analyze data to inform operational decisions or activities. +- Analyze impact of legal or regulatory changes. +- Approve expenditures. +- Collect data about customer needs. +- Compile data or documentation. +- Conduct hearings to investigate legal issues. +- Confer with organizational members to accomplish work activities. +- Coordinate operational activities with external stakeholders. +- Develop marketing plans or strategies. +- Draft legislation or regulations. +- Establish interpersonal business relationships to facilitate work activities. +- Evaluate program effectiveness. +- Gather customer or product information to determine customer needs. +- Hire personnel. +- Implement design or process improvements. +- Implement organizational process or policy changes. +- Maintain knowledge of current developments in area of expertise. +- Manage outreach activities. +- Prepare proposals or grant applications to obtain project funding. +- Present information to the public. +- Promote products, services, or programs. +- Recommend organizational process or policy changes. +- Represent the organization in external relations. +- Resolve customer complaints or problems. +- Serve on institutional or departmental committees. +- Supervise employees. +- Support the professional development of others. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..1a63eac --- /dev/null +++ b/references/tools.md @@ -0,0 +1,38 @@ +# Tools & technology — mayor + +Source: O*NET 30.3, occupation 11-1031.00 (Legislators) — manual nearest-occupation mapping via ISCO group 1111; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Adobe Acrobat | Document management software | yes | +| Cisco Webex | Video conferencing software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| Microsoft SharePoint | Document management software | yes | +| Microsoft SQL Server | Data base user interface and query software | yes | +| Microsoft Visual Basic | Development environment software | yes | +| Microsoft Word | Word processing software | yes | +| Structured query language SQL | Data base user interface and query software | yes | +| Adobe FrameMaker | Desktop publishing software | | +| Antenna House | Desktop publishing software | | +| Apple iWork Keynote | Presentation software | | +| Apple iWork Pages | Word processing software | | +| Apple Numbers for Mac | Spreadsheet software | | +| Cisco AnyConnect | Access software | | +| Corel WordPerfect Office Suite | Office suite software | | +| GoodReader | Word processing software | | +| iAnnotate | Word processing software | | +| IBM Domino | Communications server software | | +| Legislative Automative Workflow System LAWS | Data base user interface and query software | | +| LogMeIn GoToMeeting | Video conferencing software | | +| Mapping software | Map creation software | | +| Meeting scheduling software | Calendar and scheduling software | | +| Microsoft Exchange | Electronic mail software | | +| Penultimate | Word processing software | | +| PTC Arbortext | Desktop publishing software | | +| Rocket/Folio NXT | Desktop publishing software | | +| Web browser software | Internet browser software | | +| Windows Media Player | Music or sound editing software | | +| XMetaL Author | Word processing software | |