{ "contract": "sourcey.site-record/v1alpha1", "release_id": "sha256:a7d79ede9912fb21d62a71757b0b890399136513033b08fb816a99fe92801186", "snapshot_id": "sha256:fb36201f4ea472ede12f0ff8baaa7ce2e10a7c9fcf1104c731384ed17d2159fd", "artifact_sha256": "sha256:28005006b4f5b40ed8c6810ea2c81a15b520126446d7c5bd75ad2938777bd5ef", "data": { "report": "agent-readiness", "release_id": "sha256:d98e25459185ab196e16dbe4d9a4bfc75f0ccf1b8ab0faa1f8888e6bd18abfd4", "written_at": "2026-10-26T03:50:40.955Z", "sheets": [ { "id": "agent-readiness", "title": "Sourcey's State of Agent Readiness figures", "url": "https://sourcey.com/reports/agent-readiness", "sections": [ { "heading": "What the figures cover", "statements": [ { "id": "agent-readiness.1", "text": "Sourcey publishes 105 Agent Readiness report cards for 103 companies in 20 categories. Each card grades one product doing one job by who has to do each step on an agent's path to it." }, { "id": "agent-readiness.2", "text": "105 cards (100%) are labelled \"Probed\": Sourcey's agent tried the job with no key and no account." }, { "id": "agent-readiness.3", "text": "85 cards were graded under policy version kind-2026-10-12.2." }, { "id": "agent-readiness.4", "text": "20 cards were graded under policy version kind-2026-10-12." } ] }, { "heading": "Grades", "statements": [ { "id": "agent-readiness.5", "text": "12 of the 105 report cards (11%) are graded A or better: the agent does the job with no person (A+), or with one light, one-time step from a person (A)." }, { "id": "agent-readiness.6", "text": "39 report cards (37%) are graded B+, captioned on the card \"A person signs up and hands over a key\"." }, { "id": "agent-readiness.7", "text": "35 report cards (33%) are graded B, captioned on the card \"A card on file\"." }, { "id": "agent-readiness.8", "text": "11 report cards (10%) are graded D, captioned on the card \"The vendor decides\"." }, { "id": "agent-readiness.9", "text": "10 report cards (10%) are graded A, captioned on the card \"One light, one-time step\"." }, { "id": "agent-readiness.10", "text": "7 report cards (7%) are graded C, captioned on the card \"A person again and again\"." }, { "id": "agent-readiness.11", "text": "2 report cards (2%) are graded A+, captioned on the card \"No person needed\"." }, { "id": "agent-readiness.12", "text": "1 report card (1%) is graded F, captioned on the card \"No machine interface\"." } ] }, { "heading": "Who does each step", "statements": [ { "id": "agent-readiness.13", "text": "At Discover, the agent did it alone on 86 cards; a person did it on 18 cards; the step was not checked on 1 card." }, { "id": "agent-readiness.14", "text": "At Access, a person did it on 86 cards; the account holder approved once on 15 cards; the agent did it alone on 2 cards; the step was not needed on 1 card; the step was not checked on 1 card." }, { "id": "agent-readiness.15", "text": "At Onboard, a person did it on 77 cards; the agent did it alone on 13 cards; the vendor decided on 11 cards; the account holder approved once on 2 cards; the step was not needed on 1 card; the step was not checked on 1 card." }, { "id": "agent-readiness.16", "text": "At Pay, the step was not needed on 60 cards; a person did it on 43 cards; the agent did it alone on 1 card; the step was not checked on 1 card." }, { "id": "agent-readiness.17", "text": "At Confirm, the agent did it alone on 97 cards; a person did it on 7 cards; the step was not checked on 1 card." }, { "id": "agent-readiness.18", "text": "At Sustain, a person did it on 71 cards; the agent did it alone on 32 cards; the step was not needed on 1 card; the step was not checked on 1 card." }, { "id": "agent-readiness.19", "text": "The step a person most often has to do is Access: on 86 of the 105 cards (82%)." } ] }, { "heading": "Where a person is first needed", "statements": [ { "id": "agent-readiness.20", "text": "On 83 cards (79%), the first step a person takes part in is Access." }, { "id": "agent-readiness.21", "text": "On 18 cards (17%), the first step a person takes part in is Discover." }, { "id": "agent-readiness.22", "text": "On 3 cards (3%), no step needs a person." }, { "id": "agent-readiness.23", "text": "On 1 card (1%), the first step a person takes part in is Onboard." } ] }, { "heading": "MCP servers", "statements": [ { "id": "agent-readiness.24", "text": "38 report cards grade a product that lists an MCP server (a tool server) among its interfaces for the job; 11 of them (29%) are graded A or better (15 B+, 10 A, 7 B, 3 D, 2 C, 1 A+)." }, { "id": "agent-readiness.25", "text": "67 report cards grade a product that lists no MCP server for the job; 1 of them (1%) is graded A or better (28 B, 24 B+, 8 D, 5 C, 1 A+, 1 F)." }, { "id": "agent-readiness.26", "text": "Of the 12 cards graded A or better, 11 (92%) list an MCP server." } ] }, { "heading": "Grades by category", "statements": [ { "id": "agent-readiness.27", "text": "In the category \"AI and machine learning\", 11 report cards: 7 B, 2 B+, 1 A+, 1 C; 1 (9%) graded A or better." }, { "id": "agent-readiness.28", "text": "In the category \"Authentication and security\", 5 report cards: 3 B+, 1 C, 1 D; none graded A or better." }, { "id": "agent-readiness.29", "text": "In the category \"Banking\", 2 report cards: 2 D; none graded A or better." }, { "id": "agent-readiness.30", "text": "In the category \"CI/CD\", 2 report cards: 1 B+, 1 C; none graded A or better." }, { "id": "agent-readiness.31", "text": "In the category \"Communication\", 9 report cards: 4 B, 3 B+, 1 A, 1 D; 1 (11%) graded A or better." }, { "id": "agent-readiness.32", "text": "In the category \"CRM and sales\", 3 report cards: 2 B+, 1 D; none graded A or better." }, { "id": "agent-readiness.33", "text": "In the category \"Data and analytics\", 5 report cards: 2 B+, 1 A, 1 B, 1 C; 1 (20%) graded A or better." }, { "id": "agent-readiness.34", "text": "In the category \"Databases\", 10 report cards: 5 B+, 3 A, 1 B, 1 C; 3 (30%) graded A or better." }, { "id": "agent-readiness.35", "text": "In the category \"Design\", 2 report cards: 1 B+, 1 F; none graded A or better." }, { "id": "agent-readiness.36", "text": "In the category \"Developer tools\", 8 report cards: 5 B+, 1 A, 1 B, 1 C; 1 (13%) graded A or better." }, { "id": "agent-readiness.37", "text": "In the category \"Finance and accounting\", 3 report cards: 2 B, 1 D; none graded A or better." }, { "id": "agent-readiness.38", "text": "In the category \"Hosting and infrastructure\", 16 report cards: 12 B, 3 B+, 1 A+; 1 (6%) graded A or better." }, { "id": "agent-readiness.39", "text": "In the category \"Legal and compliance\", 1 report card: 1 D; none graded A or better." }, { "id": "agent-readiness.40", "text": "In the category \"Marketing\", 3 report cards: 2 D, 1 B; none graded A or better." }, { "id": "agent-readiness.41", "text": "In the category \"No-code tools\", 4 report cards: 2 B+, 1 A, 1 D; 1 (25%) graded A or better." }, { "id": "agent-readiness.42", "text": "In the category \"Observability\", 7 report cards: 4 B+, 2 B, 1 D; none graded A or better." }, { "id": "agent-readiness.43", "text": "In the category \"Other\", 1 report card: 1 B; none graded A or better." }, { "id": "agent-readiness.44", "text": "In the category \"Payments and fintech\", 3 report cards: 2 A, 1 B+; 2 (67%) graded A or better." }, { "id": "agent-readiness.45", "text": "In the category \"Productivity\", 6 report cards: 5 B+, 1 A; 1 (17%) graded A or better." }, { "id": "agent-readiness.46", "text": "In the category \"Customer support\", 4 report cards: 3 B, 1 C; none graded A or better." }, { "id": "agent-readiness.47", "text": "Among categories with at least 3 report cards, ranked by their share graded A or better: 1. \"Payments and fintech\" (2 of 3, 67%); 2. \"Databases\" (3 of 10, 30%); 3. \"No-code tools\" (1 of 4, 25%); 4. \"Data and analytics\" (1 of 5, 20%); 5. \"Productivity\" (1 of 6, 17%); 6. \"Developer tools\" (1 of 8, 13%); 7. \"Communication\" (1 of 9, 11%); 8. \"AI and machine learning\" (1 of 11, 9%); 9. \"Hosting and infrastructure\" (1 of 16, 6%); 10. \"Authentication and security\" (0 of 5, 0%); 11. \"CRM and sales\" (0 of 3, 0%); 12. \"Finance and accounting\" (0 of 3, 0%); 13. \"Marketing\" (0 of 3, 0%); 14. \"Observability\" (0 of 7, 0%); 15. \"Customer support\" (0 of 4, 0%)." } ] }, { "heading": "The cards graded A or A+", "statements": [ { "id": "agent-readiness.48", "text": "Frantic bounty board, for the job \"Claim a bounty\", is graded A+ and lists an MCP server. Its card says: To claim a bounty, an agent needs no person." }, { "id": "agent-readiness.49", "text": "Cloudflare 1.1.1.1 Public DNS, for the job \"Resolve a name\", is graded A+. Its card says: To look up a domain, an agent needs no person." }, { "id": "agent-readiness.50", "text": "PostHog Feature Flags, for the job \"Create a feature flag\", is graded A and lists an MCP server. Its card says: To create a feature flag, an agent needs a person to decide once at Onboard." }, { "id": "agent-readiness.51", "text": "Notion API, for the job \"Create a page\", is graded A and lists an MCP server. Its card says: To create a page, an agent needs a person to decide once at Access." }, { "id": "agent-readiness.52", "text": "Resend Email API, for the job \"Send an email\", is graded A and lists an MCP server. Its card says: To send an email, an agent needs a person to decide once at Access." }, { "id": "agent-readiness.53", "text": "Stripe Payments API, for the job \"Create a payment link\", is graded A and lists an MCP server. Its card says: To create a payment link, an agent needs a person to decide once at Access." }, { "id": "agent-readiness.54", "text": "Neon API, for the job \"Create a database deployment\", is graded A and lists an MCP server. Its card says: To create a database deployment, an agent needs a person to decide once at Access." }, { "id": "agent-readiness.55", "text": "MongoDB Atlas Administration API, for the job \"Create a database deployment\", is graded A and lists an MCP server. Its card says: To create a database deployment, an agent needs a person to decide once at Access." }, { "id": "agent-readiness.56", "text": "Upstash Redis, for the job \"Create a database deployment\", is graded A and lists an MCP server. Its card says: To create a database deployment, an agent needs a person to decide once at Access." }, { "id": "agent-readiness.57", "text": "Polar Checkout Links, for the job \"Create a payment link\", is graded A and lists an MCP server. Its card says: To create a payment link, an agent needs a person to decide once at Access." }, { "id": "agent-readiness.58", "text": "Sanity Content Lake, for the job \"Create a content entry\", is graded A and lists an MCP server. Its card says: To create a content entry, an agent needs a person to decide once at Access." }, { "id": "agent-readiness.59", "text": "Webflow CMS, for the job \"Create a content entry\", is graded A and lists an MCP server. Its card says: To create a content entry, an agent needs a person to decide once at Access." } ] } ] } ], "writing": { "contract": "sourcey.surface-writing/v1", "shape": "agent-readiness-report", "inputs_digest": "sha256:a1ffb3ae05ca90d4b03476d2b488937a36e889544aedb2d124536afa35043998", "writer_digest": "sha256:59c448fb320ff4deab1df5a76b26508ba26911938c1e783d03bbb29db90f3bde", "judge_digest": "sha256:c42fab34ee5de25944553a6521c40f579c4cd0a615d50afcf67094e7d88c5821", "model": "google-gemini/gemini-3.8-flash", "sections": [ { "id": "introduction", "items": [ { "label": null, "sentences": [ { "text": "Access is the step where a person is most often needed, appearing on 86 of 105 report cards.", "part": null, "statements": [ "agent-readiness.1", "agent-readiness.19" ], "quotes": [ "The step a person most often has to do is Access: on 86 of the 105 cards (82%)." ] }, { "text": "On cards for products listing an MCP server, 29% are graded A or better, against 1% without one.", "part": null, "statements": [ "agent-readiness.24", "agent-readiness.25" ], "quotes": [ "38 report cards grade a product that lists an MCP server (a tool server) among its interfaces for the job; 11 of them (29%) are graded A or better", "67 report cards grade a product that lists no MCP server for the job; 1 of them (1%) is graded A or better" ] }, { "text": "Only 3 cards, or 3%, need no person at any step.", "part": null, "statements": [ "agent-readiness.22" ], "quotes": [ "On 3 cards (3%), no step needs a person." ] } ] } ] }, { "id": "steps", "items": [ { "label": null, "sentences": [ { "text": "A person most often has to handle Access, stepping in on 86 of the 105 cards.", "part": null, "statements": [ "agent-readiness.1", "agent-readiness.19" ], "quotes": [ "The step a person most often has to do is Access: on 86 of the 105 cards (82%)." ] }, { "text": "At Confirm, the agent did the work alone on 97 cards, while a person stepped in on 7 cards.", "part": null, "statements": [ "agent-readiness.17" ], "quotes": [ "At Confirm, the agent did it alone on 97 cards; a person did it on 7 cards" ] }, { "text": "At Pay, the step was not needed on 60 cards, while a person handled it on 43 cards.", "part": null, "statements": [ "agent-readiness.16" ], "quotes": [ "At Pay, the step was not needed on 60 cards; a person did it on 43 cards" ] } ] } ] }, { "id": "first_person", "items": [ { "label": null, "sentences": [ { "text": "Access is the first step where a person takes part on 83 cards, or 79% of them.", "part": null, "statements": [ "agent-readiness.20" ], "quotes": [ "On 83 cards (79%), the first step a person takes part in is Access." ] }, { "text": "No step needs a person on 3 cards, which is 3% of the total.", "part": null, "statements": [ "agent-readiness.22" ], "quotes": [ "On 3 cards (3%), no step needs a person." ] }, { "text": "A person first takes part at Discover on 18 cards, and at Onboard on 1 card.", "part": null, "statements": [ "agent-readiness.21", "agent-readiness.23" ], "quotes": [ "On 18 cards (17%), the first step a person takes part in is Discover.", "On 1 card (1%), the first step a person takes part in is Onboard." ] } ] } ] }, { "id": "grades", "items": [ { "label": null, "sentences": [ { "text": "The most common grade is B+ on 39 report cards, captioned \"A person signs up and hands over a key\".", "part": null, "statements": [ "agent-readiness.6" ], "quotes": [ "39 report cards (37%) are graded B+, captioned on the card \"A person signs up and hands over a key\"." ] }, { "text": "Grade B follows on 35 report cards, captioned \"A card on file\".", "part": null, "statements": [ "agent-readiness.7" ], "quotes": [ "35 report cards (33%) are graded B, captioned on the card \"A card on file\"." ] }, { "text": "Only 2 report cards are graded A+, captioned \"No person needed\".", "part": null, "statements": [ "agent-readiness.11" ], "quotes": [ "2 report cards (2%) are graded A+, captioned on the card \"No person needed\"." ] } ] } ] }, { "id": "mcp", "items": [ { "label": null, "sentences": [ { "text": "Report cards for products with an MCP server have 29% graded A or better, against 1% for products without one.", "part": null, "statements": [ "agent-readiness.24", "agent-readiness.25" ], "quotes": [ "38 report cards grade a product that lists an MCP server (a tool server) among its interfaces for the job; 11 of them (29%) are graded A or better", "67 report cards grade a product that lists no MCP server for the job; 1 of them (1%) is graded A or better" ] }, { "text": "Of the 12 cards graded A or better, 11 list an MCP server, which is 92%.", "part": null, "statements": [ "agent-readiness.5", "agent-readiness.26" ], "quotes": [ "Of the 12 cards graded A or better, 11 (92%) list an MCP server." ] } ] } ] }, { "id": "categories", "items": [ { "label": null, "sentences": [ { "text": "Among categories with at least 3 report cards, \"Payments and fintech\" ranks first with 2 of 3 cards graded A or better, or 67%.", "part": null, "statements": [ "agent-readiness.47" ], "quotes": [ "Among categories with at least 3 report cards, ranked by their share graded A or better: 1. \"Payments and fintech\" (2 of 3, 67%)" ] }, { "text": "\"Databases\" ranks second with 3 of 10 cards graded A or better, or 30%.", "part": null, "statements": [ "agent-readiness.47" ], "quotes": [ "2. \"Databases\" (3 of 10, 30%)" ] }, { "text": "Six categories with at least 3 cards have none graded A or better: \"Authentication and security\", \"CRM and sales\", \"Finance and accounting\", \"Marketing\", \"Observability\", and \"Customer support\".", "part": null, "statements": [ "agent-readiness.47" ], "quotes": [ "10. \"Authentication and security\" (0 of 5, 0%); 11. \"CRM and sales\" (0 of 3, 0%); 12. \"Finance and accounting\" (0 of 3, 0%); 13. \"Marketing\" (0 of 3, 0%); 14. \"Observability\" (0 of 7, 0%); 15. \"Customer support\" (0 of 4, 0%)." ] } ] } ] }, { "id": "top", "items": [ { "label": null, "sentences": [ { "text": "The two products graded A+ are Frantic bounty board, for the job \"Claim a bounty\", and Cloudflare 1.1.1.1 Public DNS, for the job \"Resolve a name\".", "part": null, "statements": [ "agent-readiness.48", "agent-readiness.49" ], "quotes": [ "Frantic bounty board, for the job \"Claim a bounty\", is graded A+", "Cloudflare 1.1.1.1 Public DNS, for the job \"Resolve a name\", is graded A+." ] }, { "text": "The ten products graded A are PostHog Feature Flags, Notion API, Resend Email API, Stripe Payments API, Neon API, MongoDB Atlas Administration API, Upstash Redis, Polar Checkout Links, Sanity Content Lake, and Webflow CMS.", "part": null, "statements": [ "agent-readiness.50", "agent-readiness.51", "agent-readiness.52", "agent-readiness.53", "agent-readiness.54", "agent-readiness.55", "agent-readiness.56", "agent-readiness.57", "agent-readiness.58", "agent-readiness.59" ], "quotes": [ "PostHog Feature Flags, for the job \"Create a feature flag\", is graded A", "Notion API, for the job \"Create a page\", is graded A", "Resend Email API, for the job \"Send an email\", is graded A", "Stripe Payments API, for the job \"Create a payment link\", is graded A", "Neon API, for the job \"Create a database deployment\", is graded A", "MongoDB Atlas Administration API, for the job \"Create a database deployment\", is graded A", "Upstash Redis, for the job \"Create a database deployment\", is graded A", "Polar Checkout Links, for the job \"Create a payment link\", is graded A", "Sanity Content Lake, for the job \"Create a content entry\", is graded A", "Webflow CMS, for the job \"Create a content entry\", is graded A" ] } ] } ] } ], "refused": [ { "section": "top", "label": null, "text": "11 of the 12 cards graded A or better list an MCP server.", "statements": [ "agent-readiness.26" ], "reason": "is past the item's 70 words" }, { "section": "headline", "label": null, "text": "Only 12 of 105 report cards, or 11%, are graded A or better for software jobs.", "statements": 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