alihdrndm

alihdrndm/ledgic

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

0 stars 0 forks 0 watchers Python MIT License

accounts-payable ai-agents ap-automation document-ai fastapi fintech invoice-processing llm mcp mcp-server model-context-protocol nextjs openai openai-agents pgvector postgresql rag retrieval-augmented-generation supabase three-way-match

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34 Open Issues Need Help Last updated: Oct 28, 2026

Open Issues Need Help

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feat: e-invoice intake (UBL 2.1, CII, ZUGFeRD/Factur-X, XRechnung) without the vision model 4 days ago

enhancement help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

docs: fix stale README test counts and the intake-channel claim 5 days ago

documentation good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: follow-ups to PO-line consumption: PO close-out, a concurrency lock, regenerated db-types 6 days ago

enhancement help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

chore: devcontainer or one-command local setup 6 days ago

enhancement help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

a11y: enable the jsx-a11y recommended rules and add aria-sort to sortable tables 6 days ago

accessibility good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

ci: add a ruff format check and a generated db-types drift check 6 days ago

enhancement good first issue github_actions

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

docs: add the missing variables to .env.example and document the e2e variables 6 days ago

documentation good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

chore: pin the Supabase CLI locally to match CI (2.121.0) 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

test(db): pgTAP coverage for helper functions and llm_budget_settle 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

test(core): raise unit-test coverage toward the 85% target, starting with untested modules 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

test(web): add vitest and unit-test the pure modules 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

chore(core): fix the mypy errors, then run mypy in CI 6 days ago

enhancement help wanted good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

ci: run the core integration and database-backed tests 6 days ago

enhancement good first issue github_actions

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: crop step in the /capture photo flow 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: custom date range on the Operations screen 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

perf: add missing foreign-key indexes and retention for real orgs 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: structured logs with run and org correlation IDs, and a per-org AI budget 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: expose more MCP tools (PO/GRN lookup, vendor history, invoice audit trail, invoice search) 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: replay or resolve dead-lettered runs 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: real ERP adapter, starting with the QuickBooks Online sandbox 6 days ago

enhancement help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: vendor bank-detail change control (dual approval and callback attestation) 6 days ago

enhancement help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: configurable approval policies, including spend authority for clean matches 6 days ago

enhancement help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: parse payment terms like "2/10 net 30" and surface early-payment discounts 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: send notifications (daily digest, escalations, posting-failure alerts) 6 days ago

enhancement help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: Vendors screen (list, then detail with contracts and contract prices) 6 days ago

enhancement good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

feat: Settings screen for policy, approvals, team and integrations 6 days ago

enhancement help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

bug: per-record state isn't fully reset when switching exceptions or documents 6 days ago

bug good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

bug: decision buttons ignore the manager limit and segregation of duties until the RPC rejects the click 6 days ago

bug good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

bug: a disputed exception has no way out, so the run and payment stay parked forever 6 days ago

bug help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

bug: duplicate screening misses renumbered invoices and skips invoices with no vendor 6 days ago

bug good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

bug: ERP bills drop tax and freight, so the bill total doesn't equal the sum of its lines 6 days ago

bug good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

bug: credit memos, statements and multi-invoice PDFs flow through as payable invoices 6 days ago

bug help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

bug: kg, lb and oz lines pair as compatible but are never converted before matching 6 days ago

bug good first issue

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match

bug: PO and receipt quantities are never consumed, so a re-billed receipt matches clean 6 days ago

bug help wanted

alihdrndm/ledgic

0

Open-source accounts-payable automation: AI extraction, three-way match, tool-using agents, RAG copilot and an MCP server. Next.js + FastAPI + Supabase.

Python

#accounts-payable#ai-agents#ap-automation#document-ai#fastapi#fintech#invoice-processing#llm#mcp#mcp-server#model-context-protocol#nextjs#openai#openai-agents#pgvector#postgresql#rag#retrieval-augmented-generation#supabase#three-way-match