{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_v95m7bk28nfq","handle":"aadc-mcp","url":"https://wellknown.network/agents/aadc-mcp","links":{"self":"https://wellknown.network/agents/aadc-mcp/record.json","html":"https://wellknown.network/agents/aadc-mcp","markdown":"https://wellknown.network/agents/aadc-mcp/record.md","api":"https://wellknown.network/api/v1/agents/aadc-mcp","status":"https://wellknown.network/api/v1/agents/aadc-mcp/status","claim":"https://wellknown.network/agents/aadc-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/aadc-mcp/claim.json","badge":"https://wellknown.network/agents/aadc-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/aadc-mcp/history","tools":"https://wellknown.network/api/v1/agents/aadc-mcp/tools"},"ard":{"identifier":"urn:air::server:aadc-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"aadc-mcp","summary":"MatLogica AADC from your coding agent: exact AAD derivatives and Greeks for Python pricers, the AADC how-tos and docs, and the AADC Tracer to follow a QuantLib or Python price to its source line","description":"# aadc-mcp\n\n<!-- mcp-name: com.matlogica/aadc-mcp -->\n\n**MatLogica's AADC engine and AADC Tracer, from your coding agent, on your own machine: exact AAD derivatives\nand Greeks, the AADC documentation, and a trace of where a price came from.**\n\nReach for it when your agent is working on any of these:\n\n- adding automatic adjoint differentiation (AAD) to a Python pricer, or getting exact Greeks instead of bumping;\n- AAD derivatives that jump at a branch or a kink: the record shows every decision taken and how close it was to\n  going the other way;\n- how to record once and replay many times, batch the evaluation, or get QuantLib sensitivities with AADC: the\n  how-tos and the engine's own agent guide ship inside the server, and every snippet in them runs as written;\n- where a number in a QuantLib or Python pricing came from: which constants, which branches, which source line.\n\n`aadc-mcp` is a local [MCP](https://modelcontextprotocol.io) server. It runs over stdio inside the Python\nenvironment where the AADC packages are installed, and gives an agent in Claude Code, Cursor, Codex or any other MCP\nclient four things:\n\n- **a measured environment check**: which packages and versions are here, whether the engine runs (it records,\n  replays and differentiates a two-line function and checks the answer), whether QuantLib tracing attributes anything,\n  and the pip command for whatever is missing;\n- **tracing of your own script with no code changes**: the script runs with recording on and leaves a tape; a\n  QuantLib pricer written against `aadc-quantlib-tracing` needs nothing added;\n- **the questions a tape answers**: the constants the price depends on that nobody passed in, each at its C++ line;\n  every decision frozen at record time and how far it was from going the other way; where a printed number was\n  computed and the formula behind it; the source line with the recorded values written in, hash-checked against the\n  compiled file; and a replay at new inputs that is exact whe…","publisher":null,"homepage":"https://matlogica.com/docs/dev/","repository":null,"version":"0.2.1","license":"Proprietary","protocols":["mcp"],"tags":["aadc","aad","automatic","adjoint","differentiation","greeks","sensitivities","derivatives","pricing","quantlib","mcp","coding","agent","model","validation","source","tracing"],"pricing":null,"endpoints":[{"url":"pypi:aadc-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"commerce.pricing","name":"Pricing & Quotes","confidence":1,"provenance":"declared"}],"categories":["commerce"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"aadc-mcp","registry":"pypi","observedAt":"2026-11-05T21:26:25.508Z","publishedAt":"2026-11-05T13:26:58.036483Z","latestVersion":"0.2.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"aadc-mcp","url":"https://pypi.org/project/aadc-mcp/","firstSeenAt":"2026-10-24T17:26:35.047Z","fetchedAt":"2026-11-05T21:24:10.818Z","normalizedAt":"2026-11-05T21:24:10.818Z"}]},"firstSeenAt":"2026-10-24T17:26:35.047Z","updatedAt":"2026-11-05T21:26:25.508Z"}