{"id":400,"date":"2025-07-03T14:24:57","date_gmt":"2025-07-03T11:24:57","guid":{"rendered":"https:\/\/www.datuskola.lv\/?p=400"},"modified":"2025-07-03T14:24:59","modified_gmt":"2025-07-03T11:24:59","slug":"ka-no-claude-var-pieslegties-csp-datiem","status":"publish","type":"post","link":"https:\/\/www.datuskola.lv\/index.php\/2025\/07\/03\/ka-no-claude-var-pieslegties-csp-datiem\/","title":{"rendered":"K\u0101 no Claude var piesl\u0113gties CSP datiem?"},"content":{"rendered":"\n

Autors: Aivis Brut\u0101ns, datu zin\u0101tnieks, Datu skolas akt\u012bvists<\/em><\/p>\n\n\n\n

J\u016bnij\u0101 uz\u0146\u0113mums\u00a0HuggingFace\u00a0<\/em>papildin\u0101ja<\/a>\u00a0Spaces<\/em><\/a> funkcionalit\u0101ti, kas dod iesp\u0113ju izveidot to par\u00a0MCP<\/em><\/a>\u00a0serveri.<\/p>\n\n\n\n

Spaces<\/em> ir HuggingFace<\/em> lietot\u0101ju izveidoti r\u012bki<\/a>, kas paredz\u0113ti da\u017e\u0101du ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s risin\u0101jumu izveidei \u2014 att\u0113lu\/video\/teksta \u0123ener\u0113\u0161anai, teksta tulko\u0161anai, sarunas sint\u0113zei, 3D model\u0113\u0161anai, objektu identific\u0113\u0161anai, programm\u0113\u0161anas koda \u0123ener\u0113\u0161anai, datu vizualiz\u0101cijai, datu anal\u012bzei, OCR, sentimenta anal\u012bzei u.c. uzdevumiem.<\/p>\n\n\n\n

MCP <\/em>(jeb Model Context Protocol<\/em>) ir atv\u0113rts standarts, ko izstr\u0101d\u0101ja Anthropic<\/em>, un kas \u013cauj lielajiem valodas mode\u013ciem (LLM<\/em>) dro\u0161i un vienoti piek\u013c\u016bt \u0101r\u0113jiem datu avotiem un r\u012bkiem.<\/p>\n\n\n\n

Es izm\u0113\u0123in\u0101ju \u0161o jauno funkcionalit\u0101ti, izveidojot\u00a0Spaces<\/em>, kas izmanto Centr\u0101l\u0101s statistikas p\u0101rvaldes (CSP) API, atgrie\u017eot v\u0113lamos statistikas datus. Tad ieintegr\u0113ju \u0161o\u00a0Spaces\u00a0<\/em>Claude Desktop<\/em><\/a>\u00a0r\u012bk\u0101, kas dod iesp\u0113ju\u00a0LLM\u00a0<\/em>izmantot \u0161o\u00a0Spaces<\/em>\u00a0r\u012bku k\u0101\u00a0MCP<\/em>\u00a0serveri, lai ieg\u016btu datus no CSP. T\u0101 k\u0101\u00a0Claude\u00a0<\/em>r\u012bkam ir\u00a0Artifacts<\/em><\/a> funkcionalit\u0101te, tad vari pal\u016bgt r\u012bkam, lai tas ar\u012b vizualiz\u0113 ieg\u016btos datus:<\/p>\n\n\n\n

\"\"
Piem\u0113rs no Claude Desktop \u2014 tas izmanto HuggingFace Spaces (k\u0101 MCP serveri), lai ieg\u016btu datus no CSP
<\/figcaption><\/figure>\n\n\n\n

\u0160aj\u0101 rakst\u0101 past\u0101st\u012b\u0161u k\u0101 HuggingFace Spaces<\/em> pievienot Claude Desktop <\/em>r\u012bkam.<\/p>\n\n\n\n

\n\n\n\n

\u0160o instrukciju vari piel\u0101got ar\u012b citiem m\u0113r\u0137iem, jo ar\u00a0Spaces<\/em>\u00a0funkcionalit\u0101ti tu vari ne tikai ieg\u016bt datus, bet var veikt v\u0113l citas darb\u012bbas, ko aprakst\u012bju jau iepriek\u0161.<\/p>\n\n\n\n

Galvenie so\u013ci, kas tev ir j\u0101veic:<\/p>\n\n\n\n

  1. Uz sava datora uzinstal\u0113 Claude Desktop<\/em><\/a> un Node.js<\/em><\/a>.<\/li>
  2. Izveido Spaces HuggingFace<\/em> platform\u0101, vai izmanto k\u0101du jau gatavu risin\u0101jumu<\/a>, kas atbalsta MCP<\/em>.<\/li>
  3. Claude Desktop<\/em> konfigur\u0101cijas fail\u0101 pievieno konkr\u0113to Spaces<\/em>. Un p\u0113c Claude <\/em>restart\u0113\u0161anas vari izmantot \u0161o Spaces<\/em>.<\/li><\/ol>\n\n\n\n

    \u0160ie so\u013ci s\u012bk\u0101k aprakst\u012bti zem\u0101k.<\/p>\n\n\n\n

    \n\n\n\n

    Uzinstal\u0113 lietojumus<\/h1>\n\n\n\n

    Ja uz tava datora v\u0113l nav uzinstal\u0113ts Claude Desktop<\/em><\/a> un Node.js<\/em><\/a>, tad uzinstal\u0113 tos. Node.js<\/em> tev b\u016bs nepiecie\u0161ams, lai palaistu komandas, kas nepiecie\u0161amas MCP darbin\u0101\u0161anai. \u0160eit<\/a> s\u012bk\u0101ka inform\u0101cija.<\/p>\n\n\n\n

    Izv\u0113lies HuggingFace Spaces<\/h1>\n\n\n\n

    No publiski pieejamiem\u00a0Spaces<\/em><\/a>\u00a0izv\u0113lies t\u0101du, kas atbalsta\u00a0MCP<\/em>\u00a0(filtr\u0113 p\u0113c\u00a0MCP Compatible<\/em>). Piem\u0113ram, izmantosim\u00a0CSP-data<\/em><\/a>, kas piesl\u0113dzas CSP datiem un atgrie\u017e konkr\u0113t\u0101s tabulas datus. Atver \u0161o r\u012bku un lapas lejas da\u013c\u0101 izv\u0113lies \u201cUse via API or MCP<\/em>\u201d:<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    Atv\u0113rsies jauns logs. Izv\u0113lies sada\u013cu\u00a0MCP:<\/em><\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    Integr\u0101cijas sada\u013c\u0101 nokop\u0113 \u0161o koda da\u013cu:<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    \u0160is pieraksts tev b\u016bs j\u0101iekop\u0113\u00a0claude_desktop_config.json<\/em>\u00a0fail\u0101 (teksta \u201cgradio<\/em>\u201d viet\u0101 vari ierakst\u012bt citu \u2014 kas vislab\u0101k apraksta, ko \u0161is\u00a0MCP\u00a0<\/em>dara. Tas b\u016bs \u0161\u012b\u00a0MCP\u00a0<\/em>servera nosaukums):<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    Claude Desktop konfigur\u0101cija<\/h1>\n\n\n\n

    Atver\u00a0Claude Desktop<\/em>\u00a0un lietotnes aug\u0161\u0113j\u0101 kreisaj\u0101 st\u016br\u012b izv\u0113lies komandu\u00a0File -> Settings\u2026<\/em>:<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    Izv\u0113lies\u00a0Developer\u00a0<\/em>un tad \u201cEdit Config<\/em>\u201d.\u00a0Developer\u00a0<\/em>sada\u013c\u0101 r\u0101d\u012bsies visi nokonfigur\u0113tie\u00a0MCP\u00a0<\/em>serveri \u2014 ja l\u012bdz \u0161im neesi nevienu konfigur\u0113jis, tad \u0161\u012b sada\u013ca r\u0101d\u012bsies tuk\u0161a.<\/p>\n\n\n\n

    \"\"
    Claude Desktop Developer sada\u013ca. \u0160aj\u0101 att\u0113l\u0101 redzams, ka ir izveidoti savienojumi ar trim MCP serveriem: failsist\u0113mu,\u00a0csp-data<\/a>\u00a0lapu un\u00a0make.com<\/a>\u00a0scen\u0101riju. Ja savienojumi nav veidoti, tad \u0161\u012b sada\u013ca ir tuk\u0161a.<\/figcaption><\/figure>\n\n\n\n

    P\u0113c \u201cEdit Config<\/em>\u201d nospie\u0161anas, atv\u0113rsies direktorija, kur\u0101 atrodas\u00a0Claude Desktop<\/em>\u00a0konfigur\u0101cijas fails:<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    Atver \u0161o\u00a0JSON\u00a0<\/em>failu un taj\u0101 iekop\u0113 iepriek\u0161 min\u0113to\u00a0JSON\u00a0<\/em>kodu. K\u0101 redzams, tad \u0161aj\u0101 piem\u0113r\u0101 ir nokonfigur\u0113ti v\u0113l divi citi\u00a0MCP\u00a0<\/em>serveri:<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    Saglab\u0101\u00a0claude_desktop_config.json\u00a0<\/em>un restart\u0113\u00a0Claude Desktop,\u00a0<\/em>t.i. aizver \u0161o lietojumu piln\u012bb\u0101, ikonu sada\u013c\u0101 izv\u0113loties\u00a0Claude\u00a0<\/em>ikonu un p\u0113c lab\u0101 peles tausti\u0146a nospie\u0161anas izv\u0113lies\u00a0Quit<\/em>:<\/p>\n\n\n\n

    \"\"
    Lai izmai\u0146as konfigur\u0101cijas fail\u0101 tiktu \u0146emtas v\u0113r\u0101, aizver Claude Desktop piln\u012bb\u0101 ciet.<\/figcaption><\/figure>\n\n\n\n

    Atver\u00a0Claude Desktop<\/em>\u00a0un \u201cSearch and tools<\/em>\u201d sada\u013c\u0101 tagad b\u016bs pieejams pievienotais\u00a0MCP\u00a0<\/em>serveris (csp-test<\/em>\u00a0vai ar citu nosaukumu atkar\u012bb\u0101 k\u0101ds tas tika nodefin\u0113ts JSON fail\u0101):<\/p>\n\n\n\n

    \"\"
    Claude Desktop \u201cSearch and tools\u201d sada\u013c\u0101 redzami pieejamie r\u012bki, t.sk. MCP serveri.<\/figcaption><\/figure>\n\n\n\n

    T\u0101l\u0101k atliek uzdot jaut\u0101jumus par CSP datiem. \u0160aj\u0101 piem\u0113r\u0101 uzdevu sekojo\u0161o \u201cK\u0101ds ir Aptiek\u0101s realiz\u0113to pre\u010du apgroz\u012bjums Latvij\u0101 no 2022.gada l\u012bdz 2024.gadam? Izveido no \u0161iem datiem ar\u012b vizualiz\u0101ciju.<\/em>\u201d:<\/p>\n\n\n\n

    \"\"
    Claude Desktop mekl\u0113 atbildi uz jaut\u0101jumu, izmantojot jaunizveidoto MCP. P\u0113c datu sa\u0146em\u0161anas tas sagatavo atbildi un izveido vizualiz\u0101ciju.<\/figcaption><\/figure>\n\n\n\n

    Da\u017ek\u0101rt\u00a0Claude\u00a0<\/em>nezina k\u0101 tie\u0161i atlas\u012bt datus, t\u0101p\u0113c \u0161\u0101dos br\u012b\u017eos ir j\u0101pal\u012bdz ar pareizas atskaites atlas\u012b\u0161anu. Piem\u0113ram, \u0161aj\u0101 gad\u012bjum\u0101 tika papildus nodefin\u0113ti tehniskie parametri, lai datus\u00a0Claude\u00a0<\/em>atlas\u012btu korekti:<\/p>\n\n\n\n

    \"\"
    Lietot\u0101ja uzvedne papildin\u0101ta ar tehniskiem parametriem pareizas atskaites atlas\u012b\u0161anai, jo da\u017ek\u0101rt Claude var atlas\u012bt nepareizus datus.<\/figcaption><\/figure>\n\n\n\n

    Ja tu nezini k\u0101di ir atskaites tehniskie parametri, tad dodies uz\u00a0HuggingFace Spaces\u00a0<\/em>CSP-data<\/em><\/a>\u00a0\u2014\u00a0<\/em>atlasi atskaiti p\u0113c t\u0113mas (topic<\/em>), apak\u0161t\u0113mas (topic content<\/em>) un izv\u0113lies vajadz\u012bgo p\u0101rskatu (report<\/em>). Sada\u013c\u0101 \u201cTopic Params\u201d<\/em>\u00a0b\u016bs atspogu\u013cots atskaites tehniskais kods, bet \u201cQuery Parameters<\/em>\u201d \u2014 filtrs, kas atlas\u012bs p\u0113d\u0113jos tr\u012bs periodus. \u0160os abus tekstus iedod\u00a0Claude Desktop<\/em>\u00a0r\u012bkam k\u0101 papildu kontekstu.<\/p>\n\n\n\n

    \"\"
    Atlasot atskaiti\u00a0CSP-data<\/em><\/a>,<\/em> tu ieg\u016bsi atskaites tehniskos parametrus (Topic Params) un filtr\u0113\u0161anas parametrus (Query Parameters). Tos izmanto tad, ja Claude Desktop nesp\u0113j atrast vajadz\u012bgo atskaiti, bet t\u0101da CSP datos ir.<\/em><\/figcaption><\/figure>\n\n\n\n

    Vai tev izdev\u0101s savienot\u00a0CSP-data<\/em>\u00a0ar\u00a0Claude Desktop<\/em>?<\/p>\n\n\n\n

    \n\n\n\n

    Ar Claude Desktop<\/em> sagatavotiem p\u0101rskatiem vari iepaz\u012bties \u0161eit:<\/p>\n\n\n\n