feat: information-manager skill package v0.1.0

2026-08-14 17:36:02 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — information-manager
+
+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 — information-manager
+    "ESCO (occupation & competences)" : 31
+    "O*NET (tasks & tools)" : 148
+    "Job boards (market evidence)" : 114
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 153
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 31 | 6.9 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 148 | 32.8 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 114 | 25.3 % | 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 | 1.1 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 153 | 33.9 % | 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).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,61 @@
+---
+name: information-manager
+description: "Occupational skill for the role 'information manager' (also: academic information coordinator, information scientist, information officer, documentalist, knowledge manager). Use when the user asks for typical information manager work such as: Assign the patient to diagnosis-related groups (DRGs), using appropriate computer software.; Compile medical care and census data for statistical reports on diseases treated, surgery performed, or use of hospital beds.; Design databases to support healthcare applications, ensuring security, performance and reliability."
+---
+
+# Information Manager
+
+Information managers are responsible for systems that provide information to people. They assure access to the information in different work environments (public or private) based on theoretical principles and hands-on capabilities in storing, retrieving and communicating information.
+
+## Core workflow
+
+1. Assign the patient to diagnosis-related groups (DRGs), using appropriate computer software.
+2. Compile medical care and census data for statistical reports on diseases treated, surgery performed, or use of hospital beds.
+3. Design databases to support healthcare applications, ensuring security, performance and reliability.
+4. Develop in-service educational materials.
+5. Evaluate and recommend upgrades or improvements to existing computerized healthcare systems.
+6. Facilitate and promote activities, such as lunches, seminars, or tours, to foster healthcare information privacy or security awareness within the organization.
+7. Identify, compile, abstract, and code patient data, using standard classification systems.
+8. Manage the department or supervise clerical workers, directing or controlling activities of personnel in the medical records department.
+
+## 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)
+
+- analyse information systems
+- assess informational needs
+- cooperate to resolve information issues
+- copyright legislation
+- corporate sustainability
+- data quality assessment
+- design information system
+- develop information standards
+- develop organisational information goals
+- develop solutions to information issues
+- evaluate project plans
+- manage data
+- manage digital libraries
+- manage information access aids
+- perform customer management
+
+## Hot technologies
+
+- IBM SPSS Statistics
+- SAS
+- Tableau
+- Teradata Database
+- Microsoft SQL Server Reporting Services SSRS
+- Microsoft Access
+- Microsoft SQL Server
+- Structured query language SQL
+- Microsoft Visual Basic
+- Microsoft Outlook
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/3765a20d-5160-4e8f-82f1-ad7872b9db24), O*NET 30.3 (29-9021.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,226 @@
+{
+  "name": "information-manager",
+  "title": "information manager",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/3765a20d-5160-4e8f-82f1-ad7872b9db24",
+    "esco_code": "2622.1",
+    "isco_group": "2622",
+    "onet_soc": "29-9021.00",
+    "crosswalk_match": "closeMatch"
+  },
+  "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": 16,
+    "dwas": 22,
+    "skills_essential": 17,
+    "skills_optional": 13,
+    "software": 109
+  },
+  "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
+      },
+      "ConardLi/garden-skills": {
+        "repo": "https://github.com/ConardLi/garden-skills",
+        "commit": "fbd6453",
+        "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": 3
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 3
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 9
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 6
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 8
+      },
+      "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
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 8
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 11
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 2
+      },
+      "robertguss/claude-skills": {
+        "repo": "https://github.com/robertguss/claude-skills",
+        "commit": "c31f3be",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nowork-studio/NotFair": {
+        "repo": "https://github.com/nowork-studio/NotFair",
+        "commit": "99bda4b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Chachamaru127/claude-code-harness": {
+        "repo": "https://github.com/Chachamaru127/claude-code-harness",
+        "commit": "9851b1a",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 2
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 2
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 2
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 77,
+      "adjacent": 3
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 31,
+      "onet": 148,
+      "jobads": 114,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 153,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 6.9,
+      "onet": 32.8,
+      "jobads": 25.3,
+      "wiki_ai": 0.0,
+      "anthropic": 1.1,
+      "ai_skills": 33.9,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,306 @@
+# External AI agent skills — information-manager
+
+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: ConardLi/garden-skills
+
+- Repository: [https://github.com/ConardLi/garden-skills](https://github.com/ConardLi/garden-skills) (commit `fbd6453`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `kb-retriever` | adjacent | 面向本地知识库目录的检索和问答助手。核心流程：(1)分层索引导航 (2)遇到PDF/Excel时必须先读取references学习处理方法 (3)处理文件后再检索。按文件类型组合使用 grep、Read、pdfplumber、pandas 进行渐进式检索，避免整文件加载。用户问题涉及"从知识库目录回答问题/检索信息/查资料"时使用。 | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/kb-retriever) |
+
+## 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) |
+| `security-sandbox` | core | Isolated analysis environment management for malware and exploit testing. Create and manage isolated VMs, configure Cuckoo Sandbox, set up REMnux/FlareVM environments, manage Docker-based analysis containers, and capture filesystem and … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/security-research/skills/security-sandbox) |
+| `mlflow-experiment-tracker` | core | MLflow integration skill for experiment tracking, model registry, and artifact management. Enables LLMs to log experiments, compare runs, manage model lifecycle, and retrieve artifacts through the MLflow API. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/mlflow-experiment-tracker) |
+| `vector-memory` | core | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) |
+| `donor-relationship-management` | core | Cultivate and steward donor relationships including prospect research, personalized engagement strategies, gift acknowledgment, and impact reporting | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/skills/donor-relationship-management) |
+| `unity-addressables` | core | Unity Addressables asset management skill for remote catalogs, content updates, asset bundles, and memory-efficient asset loading. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-addressables) |
+
+## Source: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
+
+## 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` | core | 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` | core | 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 |
+|---|---|---|---|
+| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
+| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) |
+
+## 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-tasks` | core | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) |
+
+## 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 |
+|---|---|---|---|
+| `business-skills` | core | 5 business research skills. Trigger: business strategy, market analysis, competitive intelligence. Design: analytical frameworks and methods for management and innovation research. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business) |
+| `hud` | core | 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) |
+| `automation-skills` | core | 10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation) |
+| `bibliography-management-guide` | core | Manage references with BibLaTeX, natbib, and LaTeX bibliography styles | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/latex/bibliography-management-guide) |
+| `bibtex-management-guide` | core | Clean, format, deduplicate, and manage BibTeX bibliography files for LaTeX | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation/bibtex-management-guide) |
+| `khoj-research-guide` | core | AI second brain for deep research and personal knowledge management | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research/khoj-research-guide) |
+| `citation-skills` | core | 22 citation management skills. Trigger: managing references, formatting citations, BibTeX, bibliographies. Design: reference manager integrations and citation style guides (APA, IEEE, etc.). | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation) |
+| `innovation-management-guide` | core | Innovation metrics, R&D management research, and technology forecasting | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business/innovation-management-guide) |
+
+## 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` | core | HAR: Research-backed, team-validated task planning, Plans.md management, progress sync. Trigger: create a plan, add tasks, update Plans.md, mark complete, check progress. Do NOT load for: implementation, review, release. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-plan) |
+
+## 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 |
+|---|---|---|---|
+| `wrike-automation` | core | Automate Wrike project management via Rube MCP (Composio): create tasks/folders, manage projects, assign work, and track progress. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/wrike-automation) |
+| `gitlab-automation` | core | Automate GitLab project management, issues, merge requests, pipelines, branches, and user operations via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/gitlab-automation) |
+| `google-calendar-automation` | core | 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) |
+| `slack-automation` | core | Automate Slack messaging, channel management, search, reactions, and threads via Rube MCP (Composio). Send messages, search conversations, manage channels/users, and react to messages programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/slack-automation) |
+| `bitbucket-automation` | core | Automate Bitbucket repositories, pull requests, branches, issues, and workspace management via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/bitbucket-automation) |
+| `confluence-automation` | core | Automate Confluence page creation, content search, space management, labels, and hierarchy navigation via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/confluence-automation) |
+| `supabase-automation` | core | Automate Supabase database queries, table management, project administration, storage, edge functions, and SQL execution via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/supabase-automation) |
+| `basecamp-automation` | core | Automate Basecamp project management, to-dos, messages, people, and to-do list organization via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/basecamp-automation) |
+| `box-automation` | core | Automate Box cloud storage operations including file upload/download, search, folder management, sharing, collaborations, and metadata queries via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/box-automation) |
+| `clickup-automation` | core | Automate ClickUp project management including tasks, spaces, folders, lists, comments, and team operations via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/clickup-automation) |
+| `docusign-automation` | core | Automate DocuSign tasks via Rube MCP (Composio): templates, envelopes, signatures, document management. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docusign-automation) |
+
+## 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 |
+|---|---|---|---|
+| `omero-integration` | core | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/omero-integration) |
+| `agent-memory-mcp` | core | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) |
+| `langgraph` | core | Expert in LangGraph - the production-grade framework for building stateful, multi-actor AI applications. Covers graph construction, state management, cycles and branches, persistence with checkpointers, human-in-the-loop patterns, and the … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/langgraph) |
+| `modal-serverless-gpu` | core | Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/infrastructure-modal) |
+| `prompt-engineer` | core | Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt evaluation. Use when: prompt engineering, system prompt, few-shot, chain of thought, prompt … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/prompt-engineer) |
+| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/treatment-plans) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/citation-management) |
+| `it-operations` | core | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
+| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-langchain) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `omero-integration` | core | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/omero-integration) |
+| `citation-management` | core | Comprehensive citation management for academic research. Resolve bibliographic identifiers, extract accurate metadata, validate citations, deduplicate references, and generate properly formatted BibTeX entries. This skill should be used … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/citation-management) |
+| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/treatment-plans) |
+
+## 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` | core | 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) |
+| `qdrant` | core | Provides Qdrant vector database integration patterns with LangChain4j. Handles embedding storage, similarity search, and vector management for Java applications. Use when implementing vector-based retrieval for RAG systems, semantic … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-java/skills/qdrant) |
+
+## 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 |
+|---|---|---|---|
+| `windsurf-cascade-context` | core | 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) |
+| `intercom-core-workflow-a` | core | Manage Intercom contacts: create, search, update, merge leads into users. Use when building contact management features, syncing user data, or implementing contact search and segmentation. Trigger with phrases like "intercom contacts", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/intercom-pack/skills/intercom-core-workflow-a) |
+| `notion-architecture-variants` | core | Different Notion integration architectures: CMS (headless blog), task tracker (project management), knowledge base (wiki), form submission handler, and data pipeline source. Trigger with phrases like "notion cms", "notion headless blog", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-architecture-variants) |
+| `evernote-core-workflow-a` | core | Execute Evernote primary workflow: Note Creation and Management. Use when creating notes, organizing content, managing notebooks, or implementing note-taking features. Trigger with phrases like "create evernote note", "evernote note … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/evernote-pack/skills/evernote-core-workflow-a) |
+| `exa-data-handling` | core | Implement Exa search result processing, content extraction, caching, and RAG context management. Use when handling search results, implementing caching, building citation pipelines, or managing content payloads for LLM context windows. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/exa-pack/skills/exa-data-handling) |
+| `perplexity-data-handling` | core | Implement Perplexity query sanitization, citation validation, result caching, and conversation context management for search workflows. Trigger with phrases like "perplexity data", "perplexity PII", "perplexity citations", "perplexity … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-data-handling) |
+| `algolia-deploy-integration` | core | Deploy Algolia-powered apps to Vercel, Fly.io, and Cloud Run with proper API key management and InstantSearch frontend integration. Trigger: "deploy algolia", "algolia Vercel", "algolia production deploy", "algolia Cloud Run", "algolia … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/algolia-pack/skills/algolia-deploy-integration) |
+| `creating-github-issues-from-web-research` | core | Execute this skill enhances AI assistant''s ability to conduct web research and translate findings into actionable github issues. it automates the process of extracting key information from web search results and formatting it into a … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/skill-enhancers/web-to-github-issue/skills/creating-github-issues-from-web-research) |
+
+## 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 |
+|---|---|---|---|
+| `omero-integration` | core | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/omero-integration) |
+| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/treatment-plans) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/citation-management) |
+
+## 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 |
+|---|---|---|---|
+| `omero-integration` | core | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/omero-integration) |
+| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/treatment-plans) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/citation-management) |
+
+## Source: microsoft/skills
+
+- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `azure-search-documents-dotnet` | core | Azure AI Search SDK for .NET (Azure.Search.Documents). Use for building search applications with full-text, vector, semantic, and hybrid search. Covers SearchClient (queries, document CRUD), SearchIndexClient (index management), and … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-dotnet/skills/azure-search-documents-dotnet) |
+
+## Source: nowork-studio/NotFair
+
+- Repository: [https://github.com/nowork-studio/NotFair](https://github.com/nowork-studio/NotFair) (commit `99bda4b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `google-ads` | core | Manage Google Ads — performance, keywords, bids, budgets, negatives, campaigns, ads, search terms, QS, location targeting, bulk operations, experiments, asset management, portfolio bidding, offline conversions. Use for any mention of … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/google-ads/manage) |
+
+## Source: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
+
+## Source: pedrohcgs/claude-code-my-workflow
+
+- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `grant-proposal` | core | Scaffold a research grant proposal (NSF, NIH, ERC, or foundation) by composing existing primitives — pulls identification strategy from an `/interview-me` spec, delegates the data-management plan to `/data-management-plan` and the … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/grant-proposal) |
+
+## Source: robertguss/claude-skills
+
+- Repository: [https://github.com/robertguss/claude-skills](https://github.com/robertguss/claude-skills) (commit `c31f3be`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `app-review-analyzer` | core | Systematically analyze app reviews for competitor research or own-app reputation management. Categorize reviews by sentiment and themes (bugs, missing features, UX complaints, pricing objections, praise, support issues), identify … | [source](https://github.com/robertguss/claude-skills/tree/c31f3be/skills/mobile-app-dev/app-review-analyzer) |
+
+## 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 |
+|---|---|---|---|
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
+| `AgentDB Advanced Features` | core | Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Use when building distributed AI systems, multi-agent coordination, or … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-advanced) |
+| `AgentDB Memory Patterns` | core | 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) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
+| `AgentDB Advanced Features` | core | Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Use when building distributed AI systems, multi-agent coordination, or … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-advanced) |
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
+
+## Source: vibeeval/vibecosystem
+
+- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `elasticsearch-patterns` | core | Mapping design, query optimization, aggregation patterns, index lifecycle management, and search relevance tuning. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/elasticsearch-patterns) |
+| `knowledge-management` | core | Proje bilgisini 4 katmanli yapida organize et. Aktif projeler, sorumluluk alanlari, referans kaynaklar ve arsiv. Progressive summarization ile bilgiyi katman katman ozumse. Second brain pattern'i ile codebase bilgisini yapilandir. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/knowledge-management) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,81 @@
+# Berufsbild (Deutschland) — Informationsmanager/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 59320,
+> KldB 2010: B 43114 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/59320
+
+## Aufgaben und Tätigkeiten kompakt
+
+Informationsmanager und Informationsmanagerinnen beschaffen, bewerten und bereiten Informationen auf sowie entwickeln oder betreiben informationsverarbeitende Systeme. Sie stellen geeignete Informatik-Lösungen bereit, um eine effiziente Verwaltung und Nutzung von Informationen zu ermöglichen. Dazu entwerfen sie Konzepte für Datenbanken, etwa Tumordokumentations- oder Studiendatenbanken, und planen deren Pflege und Analyse. Sie beraten und schulen Anwender/innen entsprechender Software. In größeren Unternehmen agieren sie zudem an der Schnittstelle zwischen IT-Abteilung und Unternehmensführung und sind teilweise im Marketing oder Vertrieb von IT-Produkten tätig.
+
+## Tätigkeitsbezeichnungen
+
+Informationsmanager/in
+
+Berufsbezeichnung in französischer SpracheOrganisateur informaticien/Organisatrice informaticienne
+
+## Die Tätigkeit im Überblick
+
+Informationsmanager und Informationsmanagerinnen beschaffen, verwalten, analysieren und vermitteln Informationen und entwickeln hierfür informations- und kommunikationstechnische Systeme. Sie verbinden organisatorische mit IT-technischen Aufgaben.
+
+## Trends
+
+Krisen- und Notfallmanagement in der TelekommunikationGerät die öffentliche Sicherheit durch Katastrophen- und Krisenfälle in Gefahr, sind v.a. widerstandsfähige und zuverlässige Telekommunikationsnetze und -dienste wichtig. Oberste Priorität hat daher die unterbrechungsfreie Stromversorgung von Mobilfunk- und Festnetzen. Um die Abhängigkeit von regelmäßiger Kraftstoffversorgung zu verringern, sollten Mobilfunkstandorte verstärkt erneuerbare Energien wie Brennstoffzellen oder Photovoltaik nutzen. Dadurch wird sichergestellt, dass die Bevölkerung auch bei Stromausfällen sowohl Warnmeldungen als auch Entwarnungen über die Cell-Broadcast-Funktion erhält. Fach- und Führungskräfte in den entsprechenden Bereichen werden sich mit diesen Entwicklungen vertraut machen.
+Wachstumsmarkt IT-SicherheitDie zunehmende Vernetzung durch das Internet der Dinge (IoT), Mit "Big Data" bezeichnet man große Mengen strukturierter oder unstrukturierter Daten, deren Umfang zudem schnell wächst beziehungsweise die sehr rasch ausgetauscht werden. Die Daten können in unterschiedlichsten Formaten, etwa als Text-, Bild- oder Videodateien vorliegen. Es können zum Beispiel Produktions- und Transportdaten von Unternehmen sein, Daten aus Finanztransaktionen oder zum Online-Suchverhalten. Mit manuellen und herkömmlichen Methoden der Datenverarbeitung kann diese Datenflut nicht mehr ausgewertet werden. Es bedarf einer speziellen Big-Data-Analyse, basierend auf Algorithmen und intelligenten Mustererkennungstechnologien. s. auch "Data Mining".
+" name="Big Data">Big Data, Bereitstellung von Computerressourcen über das Internet. Infrastruktur wie Server oder Datenspeicher, aber auch Software, Plattformen und Funktionen müssen nicht auf lokalen Computern vorgehalten werden, sondern stehen als Dienstleistung bereit. IT-Dienstleistungen können so dynamisch an den Bedarf angepasst angeboten, genutzt und abgerechnet werden.
+" name="Cloud-Computing">Cloud-Computing, Onlinehandel etc. bergen für Privatpersonen und Unternehmen viele Sicherheitsrisiken. Datendiebstahl durch Phishing-Attacken, gefälschte elektronische Karten, Hackereinbrüche sowie Cyberterrorismus erfordern eine ständige Anpassung der Sicherheitsmaßnahmen in Unternehmen und Behörden sowie entsprechende Schulungen der Beschäftigten. Eine dieser Maßnahmen ist die sogenannte Cyber Resilience, die eine große Rolle im Schutz der (personenbezogenen) Daten spielt. Der Einsatz von Künstlicher Intelligenz (KI), um Cyberangriffe zu erkennen und zu be
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Informationsmanager/innen beschaffen, verwalten, analysieren und vermitteln Informationen und entwickeln hierfür informations- und kommunikationstechnische Systeme. Sie verbinden organisatorische mit IT-technischen Aufgaben.
+Informationsverwaltung und -verarbeitungOb in der freien Wirtschaft oder im öffentlichen Dienst - in der heutigen Informationsgesellschaft ist es entscheidend, dass Informationen schnell und gezielt verfügbar sind und genutzt werden können. Um die großen Informationsmengen beherrschbar zu machen, müssen diese jedoch sinnvoll organisiert, verwaltet und ausgewertet werden. Hier liegt das Aufgabenfeld der Informationsmanager/innen. Sie stellen fest, wo und wie Informations- und Kommunikationstechnik eingesetzt werden kann, verbessern das Informationsmanagement in technischer oder organisatorischer Hinsicht und kontrollieren, ob diese Strategien wirtschaftlich eingesetzt werden. 
+Informationsmanager/innen entwickeln computergestützte Systeme für die Verwaltung, Suche oder Analyse von Informationen wie Wissensmanagementsysteme, Recherchesysteme oder Datenbanken, z.B. Tumordokumentationssysteme in der Medizin. Sie suchen geeignete Software aus oder entwickeln bzw. modifizieren eigene Anwendungen. Die grafischen Oberflächen gestalten sie benutzerfreundlich, damit die Anwender/innen stets leichten Zugriff auf die gespeicherten Daten haben. Darüber hinaus schulen sie Mitarbeiter/innen und Kunden, beraten sie im Hinblick auf die Anwendungen und betreiben die Systeme in der betrieblichen Praxis.
+Informationssuche und -aufbereitungInformationsmanager/innen beschaffen auch selbst unternehmensrelevante Daten, recherchieren in Fachdatenbanken oder im Internet und werten Medien aus. Vorliegende Informationen sammeln, analysieren und strukturieren sie für unterschiedliche Verwendungszwecke, etwa als Grundlage für betriebliche Entscheidungen. Beispielsweise in der medizinischen Forschung sind sie dafür verantwortlich, dass Studiendaten erfasst, bewertet und aufbereitet werden.
+MarketingAuch im Bereich Marketing und Vertrieb von IT-Produkten sind sie tätig. Beispielsweise erforschen sie das Image des Unternehmens beim Kunden, sichten und analysieren das Angebot und die Marketingmaßnahmen der Wettbewerber, ermitteln anhand von Umfragen und Statistiken neue Absatzmöglichkeiten und spüren Markttrends auf. Sie erstellen Marketingstrategien, um neue Kunden zu gewinnen und den Absatz der IT-Produkte zu erhöhen.
+Vielfältige EinsatzmöglichkeitenTät
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Konzeption und Entwicklung von InformationssystemenArbeits- und Geschäftsprozesse im Hinblick auf den Einsatz von Informations- und Kommunikationstechnik untersuchen
+
+ betriebswirtschaftliche, medizinische oder andere Informationen aller Art für die Speicherung in Datenbanken sichten, analysieren, bewerten und aufbereiten
+
+Datenbankkonzepte und Anwendungssoftware zur Verarbeitung von Informationen entwickeln
+
+kommerziell erhältliche oder schon vorhandene Software auf ihre Eignung für das eigene Konzept und die Datenverwaltung untersuchen
+
+neue Software beschaffen oder entwickeln, ggf. schon vorhandene modifizieren
+
+Betreuung und Pflege von Informationssystemengrafische Oberflächen von Anwendungssoftware benutzerfreundlich entwerfen
+
+leichte Bedienbarkeit der Benutzeroberfläche sicherstellen
+
+leichten Zugriff auf die gespeicherten Daten durch die Anwender gewährleisten
+
+Informationen ständig aktuell halten
+
+Beschaffung und Nutzung von InformationenInformationen beschaffen, z.B. Recherchen in Datenbanken oder im Internet durchführen, bzw. zusammenführen
+
+vorliegende Informationen für unterschiedliche Verwendungszwecke analysieren, strukturieren, aufbereiten und präsentieren
+
+ Informationen übersichtlich aufbereiten und nachvollziehbar speichern, sodass Anwender jederzeit problemlos Zugriff auf die Daten haben
+
+Wissensaustausch im Unternehmen durch stetig aktualisierten Informationsfluss, z.B. im Intranet des Betriebes, sicherstellen
+
+Vertrieb und MarketingKommunikations- und Marketingstrategien der Wettbewerber analysieren
+
+Markttrends analysieren, Marketingstrategien ausarbeiten
+
+Beratung und SchulungMitarbeiter/innen sowie Kunden und Kundinnen system- und anwendungstechnisch beraten, betreuen und schulen
+
+Schulungskonzepte und -unterlagen erstellen
+
+Weiterbildungsveranstaltungen durchführen
+
+Forschung und Lehre an Forschungsvorhaben mitwirken
+
+Vorlesungen und Seminare vorbereiten bzw. abhalten, Unterricht nachbereiten, ggf. Prüfungen abnehmen
+
+Forschungsberichte verfassen
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,65 @@
+# Market evidence report — information-manager
+
+Source: **9 real job ads** (JSearch API, countries: gb 7, us 2), extracted into the MSSQL evidence store; as of 2026-07-14.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 9 | 100 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | information management | 6 | 67 % |
+| 2 | document control | 3 | 33 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 9 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** — 2 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 7 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 |
+|---|---|
+| Information Manager | 2 |
+| Care Information Manager at Mino Care | 1 |
+| Digital Information Manager | 1 |
+| Document Controller / Information Manager (PMCM) | 1 |
+| Energy Networks Information Manager; BIM/CDE | 1 |
+| Information Services Manager | 1 |
+| Knowledge Manager Jobs | 1 |
+| Knowledge Manager, Journeyman | 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.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,22 @@
+# Occupation profile — information manager
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/3765a20d-5160-4e8f-82f1-ad7872b9db24
+- **ESCO code:** 2622.1
+- **ISCO-08 group:** 2622 — Librarians and related information professionals
+- **O*NET-SOC:** 29-9021.00 — Health Information Technologists and Medical Registrars (match: closeMatch)
+
+## Description (ESCO)
+
+Information managers are responsible for systems that provide information to people. They assure access to the information in different work environments (public or private) based on theoretical principles and hands-on capabilities in storing, retrieving and communicating information.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- academic information coordinator
+- information scientist
+- information officer
+- documentalist
+- knowledge manager
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,140 @@
+# Competences — information manager
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/3765a20d-5160-4e8f-82f1-ad7872b9db24).
+
+## Essential
+
+- **analyse information systems** (skill/competence)
+- **assess informational needs** (skill/competence)
+- **cooperate to resolve information issues** (skill/competence)
+- **copyright legislation** (knowledge)
+- **corporate sustainability** (knowledge)
+- **data quality assessment** (knowledge)
+- **design information system** (skill/competence)
+- **develop information standards** (skill/competence)
+- **develop organisational information goals** (skill/competence)
+- **develop solutions to information issues** (skill/competence)
+- **evaluate project plans** (skill/competence)
+- **manage data** (skill/competence)
+- **manage digital libraries** (skill/competence)
+- **manage information access aids** (skill/competence)
+- **perform customer management** (skill/competence)
+- **perform data mining** (skill/competence)
+- **recruit employees** (skill/competence)
+
+## Optional
+
+- analyse big data (skill/competence)
+- create semantic trees (skill/competence)
+- digitise documents (skill/competence)
+- knowledge base (knowledge)
+- maintain information network hardware (skill/competence)
+- manage budgets (skill/competence)
+- manage digital documents (skill/competence)
+- manage digital identity (skill/competence)
+- manage schedule of tasks (skill/competence)
+- organisational learning (knowledge)
+- supervise daily information operations (skill/competence)
+- use databases (skill/competence)
+- use software for data preservation (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 9 ads, as of 2026-07-14)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- information management — **67 %**
+- document control — **33 %**
+- data analysis — **22 %**
+- knowledge management — **22 %**
+- information services management — **11 %**
+- interoperability — **11 %**
+- health data management — **11 %**
+- legal research — **11 %**
+- model interrogation — **11 %**
+- policy development — **11 %**
+- process improvement — **11 %**
+- project information assurance — **11 %**
+- project procedures implementation — **11 %**
+- data management — **11 %**
+- design coordination — **11 %**
+- data reporting — **11 %**
+- data validation — **11 %**
+- data workflows — **11 %**
+- budget management — **11 %**
+- cde governance — **11 %**
+- clash detection — **11 %**
+- content management — **11 %**
+- contract preparation — **11 %**
+- quality improvement metrics — **11 %**
+- records management — **11 %**
+- requirements definition — **11 %**
+- risk reduction — **11 %**
+- team leadership — **11 %**
+- tender review — **11 %**
+- vendor management — **11 %**
+- workflow support — **11 %**
+
+### Methods
+
+- UK BIM Framework — **11 %**
+- tactics, techniques, and procedures (ttp) — **11 %**
+- bim — **11 %**
+- BIM Execution Plan (BEP) — **11 %**
+- common data environment — **11 %**
+- culturally equitable data practices — **11 %**
+- programme management — **11 %**
+- dod records management policies — **11 %**
+- ISO 19650 — **11 %**
+- ISO 19650 standards — **11 %**
+- knowledge management frameworks — **11 %**
+
+### Responsibilities
+
+- procedure maintenance — **22 %**
+- process alignment — **11 %**
+- process optimization — **11 %**
+- km support provision — **11 %**
+- project space management — **11 %**
+- performance reporting — **11 %**
+- planning project information — **11 %**
+- line management — **11 %**
+- managing cde environments — **11 %**
+- metric tracking — **11 %**
+- information sharing — **11 %**
+- drawing issuance — **11 %**
+- exchange information requirements management — **11 %**
+- governing project information — **11 %**
+- information exchange coordination — **11 %**
+- information quality monitoring — **11 %**
+- data presentation — **11 %**
+- data and model management — **11 %**
+- data archiving — **11 %**
+- data collection — **11 %**
+- data integrity safeguarding — **11 %**
+- deliverable coordination — **11 %**
+- document control setup — **11 %**
+- document filing — **11 %**
+- best practice promotion — **11 %**
+- analytic production support — **11 %**
+- assuring project information — **11 %**
+- contract preparation — **11 %**
+- content management — **11 %**
+- client management — **11 %**
+- collaborating with stakeholders — **11 %**
+- rfi response development — **11 %**
+- technology alignment — **11 %**
+- standard enforcement — **11 %**
+- supplier engagement — **11 %**
+- system development — **11 %**
+- system training — **11 %**
+- secure data sharing — **11 %**
+- service promotion — **11 %**
+- research request answering — **11 %**
+- resource procurement — **11 %**
+- training provision — **11 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,47 @@
+# Tasks & work activities — information manager
+
+Source: O*NET 30.3, occupation 29-9021.00 (Health Information Technologists and Medical Registrars).
+
+## Task statements
+
+- **[nan]** Assign the patient to diagnosis-related groups (DRGs), using appropriate computer software.
+- **[nan]** Compile medical care and census data for statistical reports on diseases treated, surgery performed, or use of hospital beds.
+- **[nan]** Design databases to support healthcare applications, ensuring security, performance and reliability.
+- **[nan]** Develop in-service educational materials.
+- **[nan]** Evaluate and recommend upgrades or improvements to existing computerized healthcare systems.
+- **[nan]** Facilitate and promote activities, such as lunches, seminars, or tours, to foster healthcare information privacy or security awareness within the organization.
+- **[nan]** Identify, compile, abstract, and code patient data, using standard classification systems.
+- **[nan]** Manage the department or supervise clerical workers, directing or controlling activities of personnel in the medical records department.
+- **[nan]** Monitor changes in legislation and accreditation standards that affect information security or privacy in the computerized healthcare system.
+- **[nan]** Plan, develop, maintain, or operate a variety of health record indexes or storage and retrieval systems to collect, classify, store, or analyze information.
+- **[nan]** Prepare statistical reports, narrative reports, or graphic presentations of information, such as tumor registry data for use by hospital staff, researchers, or other users.
+- **[nan]** Protect the security of medical records to ensure that confidentiality is maintained.
+- **[nan]** Resolve or clarify codes or diagnoses with conflicting, missing, or unclear information by consulting with doctors or others or by participating in the coding team's regular meetings.
+- **[nan]** Retrieve patient medical records for physicians, technicians, or other medical personnel.
+- **[nan]** Train medical records staff.
+- **[nan]** Write or maintain archived procedures, procedural codes, or queries for applications.
+
+## Detailed work activities
+
+- Classify materials according to standard systems.
+- Code data or other information.
+- Collect medical information from patients, family members, or other medical professionals.
+- Communicate with management or other staff to resolve problems.
+- Create databases to store electronic data.
+- Develop procedures for data management.
+- Evaluate applicable laws and regulations to determine impact on organizational activities.
+- Gather medical information from patient histories.
+- Maintain medical facility records.
+- Maintain security.
+- Manage healthcare operations.
+- Market products, services, or events.
+- Monitor external affairs or events affecting business operations.
+- Perform clerical work in medical settings.
+- Prepare healthcare training materials.
+- Present medical research reports.
+- Promote educational institutions or programs.
+- Recommend changes to improve computer or information systems.
+- Supervise medical support personnel.
+- Test computer hardware performance.
+- Test software performance.
+- Train caregivers or other non-medical personnel.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,139 @@
+# Tools & technology — information manager
+
+Source: O*NET 30.3 'Software Skills' for 29-9021.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| SAS | Analytical or scientific software | yes |
+| Tableau | Business intelligence and data analysis software | yes |
+| Teradata Database | Data base management system software | yes |
+| Microsoft SQL Server Reporting Services SSRS | Data base reporting software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft SQL Server | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| eClinicalWorks EHR software | Medical software | yes |
+| Epic Systems | Medical software | yes |
+| Henry Schein Dentrix | Medical software | yes |
+| MEDITECH software | Medical software | yes |
+| R | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| NDCMedisoft | Accounting software |  |
+| QMSoftware Receivables Management | Accounting software |  |
+| Siemens Soarian Financials | Accounting software |  |
+| Minitab | Analytical or scientific software |  |
+| StataCorp Stata | Analytical or scientific software |  |
+| Billing software | Billing and invoicing software |  |
+| IBM Cognos Impromptu | Business intelligence and data analysis software |  |
+| MicroStrategy | Business intelligence and data analysis software |  |
+| Qlik Tech QlikView | Business intelligence and data analysis software |  |
+| MD Synergy Medical Appointment Scheduling | Calendar and scheduling software |  |
+| Scheduling software | Calendar and scheduling software |  |
+| Siemens Soarian Scheduling | Calendar and scheduling software |  |
+| 3M Encoder | Categorization or classification software |  |
+| American Medical Association CodeManager | Categorization or classification software |  |
+| Computerized indexing systems | Categorization or classification software |  |
+| DRG grouping software | Categorization or classification software |  |
+| SAP Crystal Reports | Data base reporting software |  |
+| SoftMed ChartRelease | Data base reporting software |  |
+| Elekta METRIQ | Data base user interface and query software |  |
+| Encoded archival system EAD | Data base user interface and query software |  |
+| EndoSoft | Data base user interface and query software |  |
+| Entity Management Software | Data base user interface and query software |  |
+| Fox Meadows ChartingPlus | Data base user interface and query software |  |
+| Purkinje Dossier | Data base user interface and query software |  |
+| Eko | Desktop communications software |  |
+| Microsoft Visual Basic Scripting Edition VBScript | Development environment software |  |
+| Fox Meadows Accent Data Manager | Document management software |  |
+| Hyland Software OnBase | Document management software |  |
+| IDX Systems Patient Chart Tracking | Document management software |  |
+| Laserfiche software | Document management software |  |
+| SoftMed ChartLocater | Document management software |  |
+| SoftMed ChartReserve | Document management software |  |
+| Email software | Electronic mail software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| IBM InfoSphere DataStage | Enterprise application integration software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| SAP Business Objects | Enterprise resource planning ERP software |  |
+| Information Resource Products Clinical Coding Expert | Expert system software |  |
+| Graphics software | Graphics or photo imaging software |  |
+| Coding database software | Information retrieval or search software |  |
+| Web browser software | Internet browser software |  |
+| Allscripts EHR | Medical software |  |
+| Amazing Charts | Medical software |  |
+| Azalea Health Azalea EHR | Medical software |  |
+| ComChart EMR | Medical software |  |
+| Digital Imaging Communications in Medicine DICOM medical imaging software | Medical software |  |
+| EHS CareRevolution | Medical software |  |
+| Electronic medical record EMR software | Medical software |  |
+| Electronic medical record EMR systems | Medical software |  |
+| eMDs Practice Partner | Medical software |  |
+| e-MDs topsChart | Medical software |  |
+| Fox Meadows EncounterManager | Medical software |  |
+| GE Healthcare Logician | Medical software |  |
+| Greenway Medical Technologies PrimeChart | Medical software |  |
+| Health Care Data HealthProbe | Medical software |  |
+| Healthcare common procedure coding system HCPCS | Medical software |  |
+| HMS | Medical software |  |
+| Holt Systems eMedRec | Medical software |  |
+| IDX Systems IDXtend | Medical software |  |
+| LeonardoMD Renaissance | Medical software |  |
+| Mediasoft mediOFFICE | Medical software |  |
+| Medical condition coding software | Medical software |  |
+| Medical procedure coding software | Medical software |  |
+| MedicWare EMR | Medical software |  |
+| MedStar Systems DrWorks | Medical software |  |
+| NCG Medical Systems d-Chart | Medical software |  |
+| NextGen Healthcare Information Systems EMR | Medical software |  |
+| PCC EHR | Medical software |  |
+| PCC Pediatric Partner | Medical software |  |
+| PowerMed | Medical software |  |
+| Practice Partner Patient Records | Medical software |  |
+| SOAPware EMR | Medical software |  |
+| STAT! Systems QD Clinical | Medical software |  |
+| SynaMed EMR | Medical software |  |
+| VantageMed ChartKeeper | Medical software |  |
+| Visionary Medical Systems Visionary OFFICE PM | Medical software |  |
+| Welford Chart Notes | Medical software |  |
+| Quest Erwin Data Modeler | Metadata management software |  |
+| Virtual private networking VPN software | Network security and virtual private network VPN equipment software |  |
+| Corel WordPerfect Office Suite | Office suite software |  |
+| Scantron imaging software | Optical character reader OCR or scanning software |  |
+| IBM Lotus 1-2-3 | Spreadsheet software |  |
+| Encoder software | Transaction security and virus protection software |  |
+| Cyber Records MediChart Express | Voice recognition software |  |
+| ScanSoft Naturally Speaking | Voice recognition software |  |
+| Speech recognition software | Voice recognition software |  |
+| Voice dictation software | Voice recognition software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 9 ads, as of 2026-07-14)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Workload Management System (WMS) — **11 %**
+- Revit — **11 %**
+- SharePoint — **11 %**
+- Civil 3D — **11 %**
+- content management systems — **11 %**
+- AutoCAD — **11 %**
+- Autodesk Construction Cloud (ACC) — **11 %**
+- BIM 360 — **11 %**
+- databases — **11 %**
+- Esri GIS — **11 %**
+- JIRA — **11 %**
+- MS Teams — **11 %**
+- Navisworks — **11 %**
+
+<!-- market-evidence -->