Reconcile MCP server
Reconcile camt.053 statements vs expected pain.001 payments with explainable matching.
1 stars49 downloads/wk
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If you have run it, two minutes of your experience saves the next person an afternoon.
Reconcile tools (10, 1 write)
write = sends, deletes, buys or postsRead from the package source without running it. The installed server may list more.
explain_matchExplain the match score between one expected and one observed record.
list_sandbox_scenariosReturn the catalogue of deterministic sandbox scenarios.
load_sandbox_scenarioReturn one sandbox scenario's expected and observed record lists.
match_amounts_with_fx_driftCompare two cross-currency amounts, tolerating small FX drift.
match_names_probabilisticScore two names by Jaro-Winkler similarity and flag a match.
normalize_camt053Adapt parsed camt.053 output into observed reconcile records.
normalize_pain001Adapt parsed pain.001 output into expected reconcile records.
reconcileMatch expected payments to observed entries; return a full report.
reconcile_many_to_manyMatch statement deposits to invoice subsets via subset-sum ILP.
run_sandbox_scenariowrite actionLoad a sandbox scenario and return its reconciliation report.
Public scan report
scanner v0.1.10 · 2026-10-30 · same rubric, same numbers if you re-run it
- Code scan10 source files scanned25/25
- –Live reliabilityno gateway calls yet and no remote to proben/a
- –Tool poisoningtools not inspected (local package is not executed); not countedn/a
- Auth qualitylocal package, no credentials required12/15
- Maintenancelast push 2 days ago15/15
- Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
How Reconcile compares
Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.
- Safety score
- 92/100
- higher than 93% of 48,243 servers
- Tools
- 10
- the typical server has 7
- Tools that change things
- 10%
- typical: 0%. Fewer write tools means less an agent can break
- GitHub stars
- 1
- more than 65% of 28,706 servers
- Downloads a week
- 49
- more than 39% of 12,306 servers with a package
What its tools let an agent do: 9 read · 1 run or deploy
Release history: 2 versions in the registry since 2026-08-29, latest 2026-10-04, typically one every 36 days.
Install Reconcile in Claude Code, Cursor or VS Code
claude mcp add reconcile-mcp -- uvx reconcile-mcp
What the publisher says
From the Reconcile repository's README, as published. We do not edit it. Read it on GitHub
reconcile-mcp: An MCP Server for ISO 20022 Cash Reconciliation
A [Model Context Protocol][mcp] server that matches expected payments (from pain.001 credit transfers) against observed booked entries (from a camt.053 statement) and returns an explainable reconciliation — exact matches, short/over payments, split settlements (one-to-many), batch credits (many-to-one), and the residual unmatched items on each side, every match carrying a score and the reasons it was made.
Latest release: v0.0.5 — 10 MCP tools over stdio, streamable HTTP or
SSE, pure-Python matching engine, deterministic sandbox test-mode, for
Python 3.10+. Part of the
ISO 20022 MCP suite: you own both sides of the
match.
Why this exists
Reconciliation is the treasury team's daily pain: did the money we expected actually arrive, and which invoice does each credit belong to? It is rarely one-to-one — customers underpay, settle an invoice in instalments, or a payout aggregator sends one lump covering a dozen receivables. reconcile-mcp does this matching as an agent tool, and — critically for finance — shows its work: every pairing comes with a numeric score and a plain list of the signals (reference, amount, date, counterparty) that drove it.
The ISO 20022 MCP Suite
reconcile-mcp is the reconciliation workflow of eight coordinated, vendor-neutral MCP servers that together cover the ISO 20022 bank-statement workflow and the November 2026 structured-address cutover, plus a high-level orchestration layer — readiness scoring, clearing-profile linting, and audit evidence — statement depth, whole-catalogue routing, reconciliation, multi-format ingestion, and address remediation. Dependency ranges are kept aligned across the suite, so the servers co-install cleanly in a single Python environment: start with one, add the rest as your workflow grows.
Shortened. The full README is on GitHub.
Nothing above is checked by us. What we check is on the safety report.
Reconcile: common questions
- Is Reconcile MCP server safe?
- Yes, by our scan: it is graded A (92/100). Read the Reconcile safety report
- How do I install Reconcile?
- It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
- Does Reconcile need an API key?
- Not as far as the registry entry and our scan can tell: no credentials are declared or required.
- Is Reconcile maintained?
- The last commit was 8 days ago (2026-10-28). The latest release is v0.0.7.
- How does Reconcile compare with other MCP servers?
- safety score 92/100 (higher than 93% of 48,243 servers); tools 10 (the typical server has 7); tools that change things 10% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.