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複雑な開発フローをAI定型作業に変換! ~CC Workflow Studioの紹介~
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breaking-brake
March 18, 2026
Programming
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複雑な開発フローをAI定型作業に変換! ~CC Workflow Studioの紹介~
Re+様のイベントにてLT登壇させていただいた際の資料です。
https://replus.connpass.com/event/386130/
breaking-brake
March 18, 2026
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Transcript
ෳࡶͳ։ൃϑϩʔΛ AIఆܕ࡞ۀʹมʂ ~ CC Workflow Studio ͷհ ~ খྛ |
WebΞϓϦΤϯδχΞ | OSS ։ൃ breaking-brake/cc-wf-studio
2 / 10 ͡Ίʹ ͳͥ͜ͷൃදΛ͢Δͷ͔ ࠓճͷొஃςʔϚʮٕज़ϓϩμΫτɺͪΐͬͱࣗຫ͍ͤͯͩ͘͞͞LTʯɻ CC Workflow Studio͕ւ֎SNSͰόζͬͨͷͰ͕͢ɺࣗຫ͢Δ͕ͳ͘ϞϠϞϠ͍ͯͨ͠ͱ͜ΖࠓճͷLTΛൃݟɻ ͥͻ͜ͷΛ͓आΓͯࣗ͠ຫͱհ͍ͤͯͩ͘͞͞ɻ
ҙ ͜Ε͔Βൃද͢Δհʹ͍ͭͯɺཧ۶తʹ࣮ݱՄೳͳͷͷ ࣮ࡍͷۀϨϕϧͰͷಋೖޮՌଌఆ·࣮ͩݱͰ͖͍ͯͳ͍ͨΊɺ ཧͷఏএͱ͓ͯ͠ฉ͖͍ͩ͘͞ɻ
3 / 10 ൃදͷྲྀΕ 01 ఏى AIίʔσΟϯάͷʮଐਓԽʯ 02 طଘࡦͷݶք Skills
/ CLAUDE.md ͚ͩͰΓͳ͍ 03 ղܾࡦ CC Workflow Studio ͷհͱ۩ମྫ 04 ·ͱΊ ͳͥϫʔΫϑϩʔԽ͕ޮ͘ͷ͔
4 / 10 AIίʔσΟϯάͷʮଐਓԽʯ AIΤʔδΣϯτͷ͍ख़͠߹͍Ͱੜ࢈ੑʹ͕ࠩग़͗ͯ͢ࠔͬͯ·ͤΜ͔ʁ MCP ͲͷMCPͰԿͷใΛऔΔ͔ ਓʹΑͬͯҧ͏ Agent Skill
ͲͷεΩϧΛͲͷ໘Ͱ͏͔ ϊϋ͕ݸਓʹด͍ͯ͡Δ SubAgent ฒྻʹׂ͢Δཻ ҕৡͷํ͕ਓґଘ ͜ΕΒͷઃఆmcp.json SKILL.md Λ Git Ͱڞ༗ͯ͠ɺ׆༻Ͱ͖ΔਓͱͰ͖ͳ͍ਓ͕͍Δ ͔ͤͬ͘ڞ༗͞Εͨ༗༻ͳMCPSkill͕νʔϜͰेʹ׆༻͖͠Εͳ͍
5 / 10 ։ൃखॱϓϩϯϓτͷڞ༗Ͱղফʁ Skills / CLAUDE.md ʹνʔϜͷखॱΛॻ͍ͯڞ༗͢Δํ๏ SKILL.md ##
։ൃϫʔΫϑϩʔ 1. Jira MCPͰνέοτৄࡉΛऔಘ 2. Confluence MCPͰઃܭυΩϡϝϯτΛऔಘ 3. ϑϩϯτΤϯυ࣮Λߦ͏ 4. όοΫΤϯυAPI࣮Λߦ͏ 5. ΠϯϑϥมߋΛߦ͏ 6. ςετΛ࣮ߦ͢Δ 7. PRΛ࡞͢Δ ઢతͳखॱͳΒ ͜ΕͰेʂ ࠶ར༻ՄೳͰ νʔϜͰڞ༗Ͱ͖Δ Ͱݱ࣮... ݅ذʁ ฒྻ࣮ߦʁ ঝೝήʔτʢਓͷঝೝʣʁ
6 / 10 ݱ࣮ͷཁ݅Λ md ʹॻ͘ͱͲ͏ͳΔ͔ Beforeɿγϯϓϧͳ7ߦ 1. νέοτৄࡉΛऔಘ 2.
ઃܭυΩϡϝϯτΛऔಘ 3. ϑϩϯτΤϯυ࣮ 4. όοΫΤϯυAPI࣮ 5. Πϯϑϥมߋ 6. ςετΛ࣮ߦ 7. PRΛ࡞ ಡΊΔɻΘ͔Δɻڞ༗Ͱ͖Δɻ Afterɿݱ࣮ͷཁ݅Λ͢ͱ… 1. Atlassian MCPͰνέοτऔಘ 2. Atlassian MCPͰઃܭυΩϡϝϯτऔಘ 3. planϞʔυʹସɺঝೝΛͭ 4. ҎԼΛฒྻͰ࣮ߦ: 4a. ϑϩϯτΤϯυʢ: React࣮ʣ 4b. όοΫΤϯυʢ: API࣮ʣ 4c. Πϯϑϥʢ: IaCมߋʣ 5. શྃΛͪ߹Θͤͯ݁߹ςετ 6. ςετࣦഊ → ֘Λ4ʹࠩ͠͠ 7. ςετޭ → ঝೝήʔτ 8. PRࣗಈ࡞ ·ͩཧղͰ͖Δɻ͔͜͠͠ΕҎ্ͷվྑɾهͰഁͦ͠͏ͳ ؾ… → ෳࡶͳࢦࣔΛΤʔδΣϯτʹ༩͑Δͱɺਓ͕ཧղͮ͠Β͘ͳΔδϨϯϚ
7 / 10 CC Workflow Studio ϏδϡΞϧϫʔΫϑϩʔΤσΟλ for AIίʔσΟϯά 4.5K+
GitHub Stars 50K+ Open VSX μϯϩʔυ └ ඇެࣜ Claude Code ֦ுػೳ DL No.1 ओͳಛ ϊʔυΛυϥοά&υϩοϓ͢Δ͜ͱͰAIϓϩϯϓτΛઃܭ └ ηϧϑϗετMCPͰͷࣗવݴޠฤूʹରԠ ϏδϡΞϧͰϓϩϯϓτઃܭ͢Δ͜ͱͰ ෳࡶͳϑϩʔͰAIʹਓʹཧղ͍͢͠ܗͰઃܭͰ͖Δʂ
8 / 10 ۩ମྫɿJiraνέοτىͷ։ൃϫʔΫϑϩʔ νέοτ1ຕ͚ͩ͢Ͱɺใऩू͔ΒίʔσΟϯά·ͰҰؾ௨؏ Phase 1 ใऩूɾܭը Phase 2
ฒྻ։ൃ Phase 3 ݕূɾPR Atlassian MCP Jiraνέοτऔಘ Atlassian MCP ConfluenceφϨοδ Plan Ϟʔυ Ϣʔβʔঝೝͪ Frontend Agent React࣮ Backend Agent API࣮ Infra Agent IaCมߋ ݁߹ςετ Pass? Pass ↓ ঝೝ → ࣗಈPR࡞
8 / 10 ۩ମྫɿJiraνέοτىͷ։ൃϫʔΫϑϩʔ νέοτ1ຕ͚ͩ͢Ͱɺใऩू͔ΒίʔσΟϯά·ͰҰؾ௨؏
8 / 10 ۩ମྫɿJiraνέοτىͷ։ൃϫʔΫϑϩʔ νέοτ1ຕ͚ͩ͢Ͱɺใऩू͔ΒίʔσΟϯά·ͰҰؾ௨؏
9 / 10 ͳͥϫʔΫϑϩʔԽ͕ޮ͘ͷ͔ ࠶ݱੑ ୭͕࣮ߦͯ͠ಉ࣭͡ͷΞτϓοτɻ ʮϓϩϯϓτ৬ਓܳʯ͔Βͷ٫ɻ νʔϜڞ༗Մೳ ϫʔΫϑϩʔσʔλ(JSON)ΛGitཧ͢Δ͜ͱͰνʔϜڞ༗Մೳɻ ৽ϝϯόʔ͕ଈ࠲ʹಉ࣭͡Ͱ࡞ۀՄೳɻ
ஈ֊తվળ ϊʔυͷࠩ͠ସ͑ɾՃͰஈ֊తʹҭͯΒΕΔɻ εϞʔϧελʔτ͔ΒঃʑʹߴԽɻ
MCP × Agent Skill × SubAgent × ঝೝήʔτ ϏδϡΞϧઃܭʹΑΓਓ͕ཧղ͍͢͠ܗͰ ෳࡶͳ։ൃϑϩʔΛAIఆܕ࡞ۀʹมͰ͖Δ
AI࣌ͷ৽։ൃମݧʂ CC Workflow Studio github.com/breaking-brake/cc-wf-studio ͠ؾʹೖ͍͚ͬͯͨͩͨΒStarΛ͓ئ͍͠·͢ʂ όάใࠂվળIssueड͚͚͍ͯ·͢ɻ