ð ãMCPããé§ ãã±ããš API MCPãµãŒããŒãããªãªãŒã¹ãããã®ã§ãLLMã«çµè·¯æ€çŽ¢ãããŠã¿ã
ã¯ããã«
ããã«ã¡ã¯ïŒ æ ªåŒäŒç€ŸãŽã¡ã«ç ç©¶æãã2026/01/15ã«ãªãªãŒã¹ããã ãé§ ãã±ããš API MCPãµãŒããŒã ãå®éã«è§Šã£ãŠã¿ãã®ã§ããã®ã»ããã¢ããæé ãäœ¿çšæãã玹ä»ããŸãã
æšä»ããMCP is dead.ããšèšããããããŠããŸããããšã¯ãããé§ ãã±ããš APIãã¯ãAPIãšããŠç¬ç«ãããµãŒãã¹ïŒâSaaSãµãŒãã¹ã®ãã¡æ©èœãAPIåããŠããããã§ã¯ãªãïŒãã§ãããããã©ã¡ãŒã¿ãéåžžã«å€ãæ©èœãè€éããªãããAIããã®å©çšã«å¯ŸãããMCPãµãŒããŒã§ã®é£æºããšããéžæè¢ã¯ãäžã€ã®åçã§ã¯ãªãããšèããŠããŸãã
⌠ãé§ ãã±ããš API MCPãµãŒããŒã玹ä»ããŒãžã¯ãã¡ã
ãé§ ãã±ããš API MCPãµãŒããŒããšã¯ïŒ
LLMã«ãé§
ãã±ããš APIãã®æ©èœãæäŸããããã®MCPãµãŒããŒã§ãã
ãããŸã§ãçµè·¯æ€çŽ¢ãæå»è¡šååŸã®æ©èœãã¢ããªã±ãŒã·ã§ã³ã«çµã¿èŸŒãã«ã¯ãAPIã®ä»æ§ãèªã¿è§£ãããã©ã¡ãŒã¿ã现ããèšå®ããŠãªã¯ãšã¹ããéãå¿
èŠããããŸããã
ãããããã®MCPãµãŒããŒã䜿ãã°ããããé§ ããâ³â³é§ ãŸã§ã®ææ¥ã®æã€ãã®è¡ãæ¹ãæããŠããããé§ ã®çµé»ã®æéã調ã¹ãŠã ãšãã£ãèªç¶èšèªã®æç€ºã ãã§ãLLMãèªåŸçã«ãé§ ãã±ããš APIããåŒã³åºããæé©ãªåçãè¿ããŠãããŸãã
å ¬åŒã®ããã¥ã¡ã³ãã¯ä»¥äžã®GitHubãªããžããªã§å ¬éããŠããŸãã
âŒä»æ§æž (Docs)
æºåã»ã»ããã¢ãã
å®éã«Claude Desktopãªã©ã®MCPã¯ã©ã€ã¢ã³ãã§åããããã®æºåãããŸãã
- APIããŒã®ååŸ
ãé§ ãã±ããš APIããå©çšããããã®ã¢ã¯ã»ã¹ããŒïŒAPIããŒïŒãå¿ èŠã§ããæ³äººã®æ¹ã¯90æ¥éç¡æã®è©äŸ¡çã®ãæäŸãå¯èœã§ãã®ã§ã以äžããååŸããé¡ãããŸãã
âŒ90æ¥éç¡æ ãé§ ãã±ããš APIãè©äŸ¡çãç³èŸŒã¿
- MCPã¯ã©ã€ã¢ã³ãã®èšå®
èšå®ãã¡ã€ã«ã«ãé§ ãã±ããš API MCPãµãŒããŒãã®èšå®ãèšèŒããŸãã
ð¡ Note: > 詳ããç°å¢æ§ç¯ã®æé ãäŸåããã±ãŒãžã®ã€ã³ã¹ããŒã«ã«ã€ããŠã¯ãå ¬åŒã®ãµã³ãã«ãªããžããªããåç §ãã ããã
âŒã¯ã€ãã¯ã¹ã¿ãŒã
âŒè©³çްãªã»ããã¢ããã¬ã€ã
âŒclaude_desktop_config.json ã®èšå®äŸ:
{
"mcpServers": {
"ekispert-api-mcp-server": {
"command": "npx",
"args": [
"-y",
"mcp-remote@latest",
"https://api-mcp.ekispert.jp/mcp",
"--header",
"ekispert-api-access-key:${EKISPERT_API_ACCESS_KEY}"
],
"env": {
"EKISPERT_API_ACCESS_KEY": "YOUR_ACCESS_KEY_HERE"
}
}
}
}
â» ekispert-api-access-key ã«ã¯ãé§
ãã±ããš APIãã®ã¢ã¯ã»ã¹ããŒãèšå®ããŠãã ãããã»ãã¥ãªãã£ã®èгç¹ãããã¢ã¯ã»ã¹ããŒã®å€ã¯çŽæ¥èšå®ããã®ã§ã¯ãªããç°å¢å€æ°ïŒäŸ: EKISPERT_API_ACCESS_KEY ïŒããååŸããæ¹æ³ãæšå¥šããŸãã
èšå®ãä¿åããClaude Desktopçãåèµ·åãããšãããŒã«ã¢ã€ã³ã³ïŒãã³ããŒã®ããŒã¯ïŒã«ãé§ ãã±ããšãã远å ãããŸãïŒ
å®éã«è§Šã£ãŠã¿ã
æºåãæŽã£ãã®ã§ããã£ããLLMã«èªç¶èšèªã§äº€éçµè·¯ãèããŠã¿ãŸãã
å
¬åŒã®Examplesãåèã«ãããã€ãããã³ããã詊ããŠã¿ãŸããã
ãŠãŒã¹ã±ãŒã¹1ïŒã·ã³ãã«ãªçµè·¯æ€çŽ¢
ãŸãã¯çéã®çµè·¯æ€çŽ¢ã§ããåºåŒµãå€åºã®äºå®ãç«ãŠãã·ãã¥ãšãŒã·ã§ã³ãæ³å®ããŠã¿ãŸãã
ð£ïž ãŠãŒã¶ãŒïŒããã³ããïŒ
ææ¥ã®æ10æãæ±äº¬ããéå±±
ð€ Claudeã®åãïŒå éšåŠçïŒ
LLMããé§
ãæ€çŽ¢ããããŒã«ãã䜿ã£ãŠãæ±äº¬ããšãéå±±ãã«è©²åœããé§
ã調ã¹ããæ±äº¬ããšãéå±±äžäžç®ãã®æ£ç¢ºãªé§
ã³ãŒããååŸã
ãçµè·¯ãæ€çŽ¢ããããŒã«ãã«é§
ã³ãŒããšæ¥æïŒææ¥ã®æ10æïŒãæž¡ããŠAPIãå®è¡ã
ååŸããJSONããŒã¿ãè§£æããèªç¶ãªæ¥æ¬èªã§åçãäœæã
âš çµæ
ææ¥ã®æ10æãæ±äº¬é§
ããéå±±äžäžç®ãžã®çµè·¯ãæ€çŽ¢ããŸããã以äžãäž»ãªã«ãŒãã§ãïŒ
æéã«ãŒãïŒ11åïŒ
10:01 æ±äº¬é§
â äžžãå
ç·ïŒè»çªªè¡ïŒ â èµ€åèŠé 10:09 â é座ç·ïŒæžè°·è¡ïŒ â éå±±äžäžç® 10:12ç
ä¹ãæã1åãéè³ïŒ180å
ãã®ä»ã®ã«ãŒãïŒ
æ±äº¬ 10:01 â äžžãå
ç· â èµ€åèŠé â åŸæ©ã§æ°žç°çºãž â åèµéç·æ¥è¡ â éå±±äžäžç® 10:17ïŒæèŠ16åãéè³180åïŒ
æ±äº¬ 10:02 â äžžãå
ç· â 倧æçº â åèµéç· â éå±±äžäžç® 10:20ïŒæèŠ18åãéè³180åïŒ
æ±äº¬ 10:06 â JRäžéæ±äº¬ã©ã€ã³ç¹å¥å¿«é â æ°æ© 10:09 â éåº§ç· â éå±±äžäžç® 10:22ïŒæèŠ16åãéè³340åïŒ
æ±äº¬ 10:04 â JR暪é è³ç· â æ°æ© 10:06 â éåº§ç· â éå±±äžäžç® 10:22ïŒæèŠ18åãéè³340åïŒ
æéã§å°çãããå Žåã¯æåã®ã«ãŒãïŒäžžãå
ç·+é座ç·ïŒãããããã§ããã
ææ: å®ç§ã§ãïŒãéå±±ãé§ ã¯éœå ã«ãªãïŒæ°æœçã»æç¥çã»å²©æçã«ããé§ åã§ãïŒãæ£ããã¯ãéå±±äžäžç®ãé§ ã§ãããLLMãããæ±äº¬ãé§ ããåºçºãããªããéå±±äžäžç®ãé§ ã劥åœããšå€æããé§ åæ€çŽ¢APIãæãã§è§£æ±ºããŠããŸãã
ãŠãŒã¹ã±ãŒã¹2ïŒçµé»ã®æ€çŽ¢ãšéé¡èšç®
å°ãè€éãªæ¡ä»¶ãå ¥ããŠã¿ãŸãã
ð£ïž ãŠãŒã¶ãŒïŒããã³ããïŒ
飲ã¿äŒã§é
ãã仿¥ã®å
æ¬æšé§
ããæšªæµé§
ãŸã§ã®çµé»ããŸããã¿ã¯ã·ãŒã䜿ã£ãå Žåã®æ·±å€æéã®ç®å®ããããã°æ¯èŒãããã
âš çµæ
仿¥ïŒ4æ30æ¥ïŒã®çµé»ãæ€çŽ¢ããŸããã以äžãäž»ãªã«ãŒãã§ãïŒ
æéã®çµé»ïŒ48åïŒ
23:54 å
æ¬æš â æ±äº¬ã¡ããæ¥æ¯è°·ç· â äžç®é» 00:02 â æ±æ¥æ±æšªç·ïŒæšªæµè¡ïŒ â æšªæµ 00:42ç
ä¹ãæã1åãéè³ïŒ490å
ãã®ä»ã®çµé»ã«ãŒã
ã«ãŒã2ïŒ43åïŒ
23:44 å
æ¬æš â å€§æ±æžç· â 倧é 23:50 â åŸæ©7å â æµæŸçº 23:58 â JRäº¬æµæ±åç· â æšªæµ 00:37
éè³ïŒ710å
ã«ãŒã3ïŒ53åïŒ
23:44 å
æ¬æš â æ¥æ¯è°·ç· â æµæ¯å¯¿ 23:50 â JRå±±æç·ïŒå
åãïŒ â åå· 00:06 â JRäº¬æµæ±åç· â æšªæµ 00:37
éè³ïŒ620å
ã¿ã¯ã·ãŒã®æ·±å€æéç®å®
å
æ¬æšããæšªæµãŸã§ã®è·é¢ïŒçŽ30-35km
é
ç® ç®å®
æŒééè³ïŒéåžžïŒ 5,000ïœ7,000å
æ·±å€å²å¢ïŒ22:00-05:00ïŒ +20%ã®å²å¢æé
æ·±å€åèš 6,000ïœ8,400å
é»è» vs ã¿ã¯ã·ãŒæ¯èŒïŒ
é»è»ïŒ490åïŒæé48å â æããæè»œ
ã¿ã¯ã·ãŒïŒ6,000ïœ8,400åïŒæé30åçšåºŠ â æééèŠãªããã¡ã
çµé»ã¯00:42暪æµçãŸã§éã«åãã®ã§ãè²»çšéèŠãªãé»è»ããåŸã§ããïŒ
ææïŒLLMãçŸåšæå»ããçµé»ããšããã³ã³ããã¹ããçè§£ãããé§ ãã±ããšãã®çµé»æ€çŽ¢ãé©åã«åŒã³åºããŠããŸãã
ãŸãšã
ä»åãé§ ãã±ããš API MCPãµãŒããŒããè§Šã£ãŠã¿ãŠã以äžã®ç¹ã«å€§ããªå¯èœæ§ãæããŸããã
-
APIã®ä»æ§ãç¥ããªããŠãã
é¢åãªãã©ã¡ãŒã¿èšèšãé§ ã³ãŒãã®çŽä»ãããã¹ãŠLLMãåžåããŠããããããéçºè äœéšïŒDXïŒãé£èºçã«åäžããŸãã -
ã³ã³ããã¹ããšã®èåã匷å
ãã«ã¬ã³ããŒã®äºå®ïŒå¥ããŒã«ïŒããšãé§ ãã±ããšïŒæ¬ããŒã«ïŒããçµã¿åãããã°ããææ¥ã®æåã®äŒè°ã®å Žæã«éã«åãããã«ãåºçºæéãæããŠããšãã£ãããŒãœãã«ã¢ã·ã¹ã¿ã³ããç°¡åã«äœããŠããŸããŸãã
éçºè ãããã¥ã¡ã³ããšã³ãŒããè¡ãæ¥ããæéãåããAIãçŽæ¥ãé§ ãã±ããš APIããåç §ããªããã³ãŒãã£ã³ã°ããµããŒãããŠãããã®ã䟿å©ããã§ãã
æ°ã«ãªã£ãæ¹ã¯ããã²ç¡æã®è©äŸ¡çãç³ã蟌ãã§ã詊ããŠã¿ãŠãã ããïŒ
âŒ90æ¥éç¡æ ãé§
ãã±ããš APIãè©äŸ¡çãç³èŸŒã¿
Discussion