jpcite for AI agent developers

1. Japanese-program Evidence Packets in Claude Desktop

Add the MCP server to your config and Claude searches programs, adoptions, loans, and laws on its own. Natural-language queries like "Tokyo subsidies for construction, around 5M yen" decompose internally into search_programs + check_exclusion.

2. Build subsidy SaaS in Cursor / Copilot

Connect MCP from Cursor and the Cursor agent calls jpcite tools directly while it generates types and implementation. Importing the OpenAPI spec also gives you fully type-safe client code.

3. GPTs Actions / Dify / LangChain

Import the OpenAPI 3.1 spec as a ChatGPT GPT Action and you have source-linked Japanese-program evidence before GPT answers. Dify and LangChain take it as a REST tool.

4. Compliance feature inside your own SaaS

Add "applicable subsidies", "invoice-system status", and "enforcement check" features to accounting / sales / legal SaaS. ¥3/billable unit metered scales linearly with end-user count, with no fixed cost. White-label is fine.

5. Add an evidence prefetch layer before answer generation

Fetch jpcite Evidence Packets alongside internal Confluence results before the model drafts an answer. combined_compliance_check / trace_program_to_law chain program → statute → circular in one evidence flow.

curl (anonymous, 3/day)

curl 'https://api.jpcite.com/v1/programs/search?\
q=DX&tier=S,A&limit=5'

# OpenAPI spec
curl https://api.jpcite.com/v1/openapi.json

No signup. JST daily reset.

Python + httpx (commercial, ¥3/billable unit)

# pip install httpx
import httpx
client = httpx.Client(
 base_url="https://api.jpcite.com/v1",
 headers={"X-API-Key": "jc_..."}
)
r = client.get("/programs/search",
 params={"q": "DX", "limit": 5})
for p in r.json["items"]:
 print(p["name"], p["source_url"])

Use httpx.AsyncClient for async.

Claude Desktop (MCP native)

// ~/Library/Application Support/
// Claude/claude_desktop_config.json
{
 "mcpServers": {
 "jpcite": {
 "command": "uvx",
 "args": ["autonomath-mcp"],
 "env": {
 "JPCITE_API_KEY": "jc_..."
 }
 }
 }
}

PyPI: autonomath-mcp; uvx launches in place.

Discovery (7 tools)

• smb_starter_pack
• subsidy_combo_finder
• deadline_calendar
• dd_profile_am
• similar_cases
• regulatory_prep_pack
• subsidy_roadmap_3yr

Cross-dataset glue

• combined_compliance_check
• trace_program_to_law
• search_tax_incentives
• reason_answer
• list_tax_sunset_alerts

Structured entity tools

• search_certifications
• list_open_programs
• active_programs_at
• search_acceptance_stats_am
• search_loans_am
• check_enforcement_am
• get_law_article_am
• graph_traverse
• program_lifecycle
• prerequisite_chain
• query_at_snapshot

See all 261 tool schemas →