Start with a real job, not a tool chain
The unit of research is one recognizable job: qualify and open a public-sector expansion deal. Primary guidance establishes the order and policy gates; captured tool contracts establish what is executable; public records establish the actual field shapes and values we are allowed to mutate.
Qualify and open a public-sector expansion deal
A field rep has supplied discovery notes and a federal award extract for an enterprise prospect. The specialist must resolve the account identity, complete duplicate and ownership checks across internal and public records, and open a pending-approval deal only when the checks are clear.
Evidence ledger
The paper constructs weighted tool-dependency graphs, performs random walks to obtain tool-call sequences, and asks an LLM to draft task descriptions and answers.
Agent-World · baseline to improveworkflow guidanceDuplicate Management OverviewBefore creating an account or opportunity, search existing records for the same company and its known aliases so duplicates and ownership conflicts are caught before new records exist.
Salesforce · workflow spine and required fieldspolicy constraintCPQ Advanced Approvals OverviewQuotes and discount terms route through an approval chain before they can be committed, so a new deal carries no pricing promise until the approver clears it.
Salesforce · pricing approval gatedeployed agent workflowAI Agents for Revenue TeamsDeployed revenue agents follow the same post-discovery spine: consolidate call facts, update the system of record, and hand structured summaries to the owning rep.
Gong · workflow evidencecaptured tool contractPipedrive MCP tool inventoryThe captured, verified MCP surface supplies the organization, deal, file, and note read/write schemas used to bind returned organization and deal identifiers across the executable sequence.
Pipedrive / Smithery · internal crm tool contractcaptured tool contractThe Stall public-data MCP inventoryThe captured finance and public-data MCP surface exposes a read-only full-text search across SEC EDGAR filings, used to verify a prospect's public identity and aliases without an API key.
The Stall / Smithery · public filings search contractpublic data contractEDGAR Submissions APIThe public JSON submissions endpoint provides filer identity metadata including current name, former names, incorporation state, and business address without an API key.
U.S. Securities and Exchange Commission · entity identity fieldspublic data contractUSAspending Award APIThe public award endpoint returns recipient, obligated amount, period of performance, awarding agency, and industry codes for every federal contract action without an API key.
U.S. Department of the Treasury · contract award record fieldsCaptured benchmark and MCP inventory0 packs · 6 relevant servers
| Source | Receipt | Coverage |
|---|---|---|
| Apollo | apollo sha256:6684da6c15789… · composio-v3-registry | 31 operations · 16 reads · 15 writes |
| Calendly | calendly sha256:c8cdcda64020f… · smithery-registry | 35 operations · 25 reads · 10 writes |
| Gong | gong sha256:2b7162038497b… · composio-v3-registry | 53 operations · 28 reads · 25 writes |
| Pipedrive | pipedrive sha256:46563bb93ad8e… · smithery-registry | 200 operations · 101 reads · 99 writes |
| Slack | slack sha256:b4837e941c5ce… · smithery-registry | 11 operations · 8 reads · 3 writes |
| The STALL | thebrierfox/the-stall sha256:a60b7112d80ba… · smithery-registry | 293 operations · 21 reads · 272 writes |