Extract structured, schema-validated data from any document, including PDFs, scans, images, spreadsheets, and forms, directly inside the chat.
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Scored across 57 tools
The descriptions do unusually heavy lifting with explicit USE WHEN / NOT FOR clauses that cross-reference the tool to use instead, which keeps most boundaries crisp. However, there are genuine clusters of near-neighbors (talonic_search vs talonic_find_data vs talonic_filter vs talonic_field_values, and the run lifecycle tools get_run/get_run_results/run_spec) that an agent must read carefully to choose correctly. Overlap exists but is well-managed.
Names follow a strict talonic_ prefix with snake_case verb_noun structure (talonic_list_fields, talonic_get_document, talonic_run_spec) and domain-sub-prefixes (ap_, contracts_) that group related tools predictably. The few short names (talonic_ask, talonic_search) still read as consistent verbs. No convention mixing.
At 57 tools this is in the excessive range, well past the 25+ 'heavy' threshold, which raises selection cost for any agent not already anchored to a sub-domain. Each tool plausibly earns its place across distinct domains (AP, contracts, extraction, task lifecycle, billing), so it is not redundant bloat, but the surface is far too large for a single server.
Coverage is remarkably thorough: full document lifecycle (request_upload, get_document, to_markdown, extract, save_schema), Spec/pipeline lifecycle (list/get/run/get_run/get_run_results), AP and contracts CRUD plus worklists/preview/post, task claim/heartbeat/submit/release/fail, and a meta tool registry escape hatch. No obvious dead ends in the stated extraction domain.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
talonic_ap_billstalonic_ap_configtalonic_ap_issuestalonic_ap_netsuite_posttalonic_ap_netsuite_previewtalonic_ap_netsuite_runstalonic_ap_overviewtalonic_ap_save_configtalonic_contracts_contracttalonic_contracts_decidetalonic_contracts_importtalonic_contracts_import_candidatestalonic_contracts_import_statustalonic_contracts_issuestalonic_contracts_key_datetalonic_contracts_mergetalonic_contracts_registertalonic_contracts_rereadtalonic_contracts_set_termtalonic_contracts_upcomingtalonic_contracts_update_documenttalonic_ap_billstalonic_ap_configtalonic_ap_issuestalonic_ap_netsuite_posttalonic_ap_netsuite_previewtalonic_ap_netsuite_runstalonic_ap_overviewtalonic_ap_save_configtalonic_contracts_contracttalonic_contracts_decidetalonic_contracts_importtalonic_contracts_import_candidatestalonic_contracts_import_statustalonic_contracts_issuestalonic_contracts_key_datetalonic_contracts_mergetalonic_contracts_registertalonic_contracts_rereadtalonic_contracts_set_termtalonic_contracts_upcomingtalonic_contracts_update_documenttalonic_ap_billstalonic_ap_configtalonic_ap_issuestalonic_ap_netsuite_posttalonic_ap_netsuite_previewtalonic_ap_netsuite_runstalonic_ap_overviewtalonic_ap_save_configtalonic_asktalonic_claim_agent_tasktalonic_claim_decision_tasktalonic_contracts_contracttalonic_contracts_decidetalonic_contracts_importtalonic_contracts_import_candidatestalonic_contracts_import_statustalonic_contracts_issuestalonic_contracts_key_datetalonic_contracts_mergetalonic_contracts_registertalonic_contracts_rereadtalonic_contracts_set_termtalonic_contracts_upcomingtalonic_contracts_update_documenttalonic_extracttalonic_fail_decision_tasktalonic_field_valuestalonic_filtertalonic_find_datatalonic_get_agent_tasktalonic_get_answertalonic_get_balancetalonic_get_documenttalonic_get_fieldtalonic_get_pricingtalonic_get_runtalonic_get_run_resultstalonic_get_spectalonic_get_usagetalonic_heartbeat_agent_tasktalonic_heartbeat_decision_tasktalonic_invoke_agent_tooltalonic_list_agent_taskstalonic_list_agent_toolstalonic_list_decision_taskstalonic_list_fieldstalonic_list_schemastalonic_list_specstalonic_read_decision_packagetalonic_release_decision_tasktalonic_request_uploadtalonic_run_spectalonic_save_schematalonic_searchtalonic_submit_agent_tasktalonic_submit_decision_tasktalonic_to_markdown
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