# Codat vs Pennylane (slim) > Pennylane scores 66.3 (B) to Codat's 64.3 (B) for accounting ledgers. Prices, MCP, x402, uptime and agent notes side by side. - Full: https://www.anchorterminal.com/compare/codat-vs-pennylane.md (~2,400 tokens) · this version ~680 tokens · JSON https://www.anchorterminal.com/compare/codat-vs-pennylane.json · canonical https://www.anchorterminal.com/compare/codat-vs-pennylane - Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09 Pennylane scores 66.3 (B) on agent readiness against Codat's 64.3 (B), and leads in 4 of 7 scored categories. Codat leads on reliability, agent ergonomics and maintenance & community. Both do accounting ledgers. - Codat: B 64.3, rank #357 of 950 · https://www.anchorterminal.com/tools/codat.min.md - Pennylane: B 66.3, rank #297 of 950 · https://www.anchorterminal.com/tools/pennylane.min.md - Codat, good for Banks, lenders, bill pay, expense and card products that already have or will sign a Codat contract and need writes into many accounting packages. Ahead on Reliability, 80 against 75; Agent ergonomics, 81 against 66; Maintenance & community, 75 against 65. - Pennylane, good for An agent working on the books of French companies or an accounting firm's client portfolio, with French chart of accounts, FEC export, Factur-X e-invoicing and VAT returns. Ahead on Schema & documentation, 85 against 77; Security & auth, 68 against 49; Payments & pricing, 20 against 10; Transparency & trust, 76 against 71. | Category | Codat | Pennylane | | --- | --- | --- | | Reliability (16%) | 80 | 75 | | Performance (10%) | pending | pending | | Schema & documentation (13%) | 77 | 85 | | Agent ergonomics (13%) | 81 | 66 | | Security & auth (14%) | 49 | 68 | | Payments & pricing (10%) | 10 | 20 | | Task success (10%) | pending | pending | | Maintenance & community (7%) | 75 | 65 | | Transparency & trust (7%) | 71 | 76 | | Fact (where they differ) | Codat | Pennylane | | --- | --- | --- | | Vendor | Codat Limited | Pennylane SAS | | Hosted endpoint | `https://api.codat.io` | `https://app.pennylane.com/api/external/v2` | | Auth | API key | OAuth or key | | Licence | Proprietary service under Codat's Master Services Agreement. The documentation repository codatio/codat-docs is Apache-2.0 | Proprietary service under Pennylane's API agreement and customer terms | | Tools exposed | none | 31 | | Read-only variant documented | no | yes | | llms.txt | no | yes | | Last release | 2026-10-01 | 2026-09-30 | | Terms last updated | 2022-09-05 | no date given | | Privacy policy last updated | 2025-04-01 | no date given | | Terms or service can change without notice | not found in the text | yes | | Popularity | 2.7k npm/wk, 222 PyPI/wk | none |