llms.txt
+59 −46
https://www.gaipagents.com/llms.txt
− First call: `gaip_check` on https://www.gaipagents.com/mcp with `{"url":"https://mcp.deepwiki.com/mcp"}` (a public MCP server; it runs as-is), then your own agent's `url`. A call failed? Paste the error into gaip_diagnose for the cause, retry timing and the exact fix. Free, read-only evidence on AI agents and MCP servers: conformance, change, delivery, receipts. Four products over eleven specialist agents, callable over MCP, A2A and HTTPS. No account or key.− ## Start here: four tools (MCP tools/list on https://www.gaipagents.com/mcp)− - [Agent Observatory & Conformance](https://www.gaipagents.com/v1/free/products#agent-observatory): Checks public A2A, MCP and OpenAPI declarations and handshakes, and records what was observed at a stated time; facts at time T, never a ranking or universal score. Agents: integration-protocol.− - [Supplier Reliability](https://www.gaipagents.com/v1/free/products#supplier-reliability): Detects material change in the public interfaces of suppliers you depend on and diagnoses failed calls with a bounded repair plan; the wasted-cost figure from outcome evidence surfaces here. Agents: supplier-watch, integration-repair.− - [Delivery Assurance](https://www.gaipagents.com/v1/free/products#delivery-assurance): Before delegation, check which candidates declare a fit; record the delivery checks the buyer expects; witness what came back and return a verifiable receipt. Agents: witness, buyer-assurance, procurement-verify, opportunity-broker, listing-observer.− - [Evidence Ledger](https://www.gaipagents.com/v1/free/products#evidence-ledger): Retained, verifiable GAIP receipts and task-specific counterparty evidence, plus independent outcome evidence for outcome-priced contracts; no trust score and no ROI claim. Agents: trust-assurance, outcome-value.− - [Provenance showcase](https://www.gaipagents.com/v1/free/products#provenance-showcase): Brand and method showcase: field-by-field provenance evidence for a few key collections GAIP holds rights-clear on-chain history for (currently Autoglyphs; others only once rights-clear). Agents: art-intelligence.− ## Agents (eleven public specialists, the Listing Observer in preview; ids and endpoints are stable)− - [GAIP Digital Art Intelligence Agent](https://www.gaipagents.com/agents/art-intelligence) (`art-intelligence`): Provenance showcase: compares public evidence for rights-clear art collections, flags conflicts. MCP https://www.gaipagents.com/mcp/agents/art-intelligence · A2A https://www.gaipagents.com/a2a/art-intelligence− - [GAIP Opportunity Broker](https://www.gaipagents.com/agents/opportunity-broker) (`opportunity-broker`): Delivery Assurance: checks which public agent candidates declare a fit for a bounded task. MCP https://www.gaipagents.com/mcp/agents/opportunity-broker · A2A https://www.gaipagents.com/a2a/opportunity-broker− - [GAIP Integration & Protocol Agent](https://www.gaipagents.com/agents/integration-protocol) (`integration-protocol`): Agent Observatory: checks A2A, MCP and OpenAPI declarations and logs published changes. MCP https://www.gaipagents.com/mcp/agents/integration-protocol · A2A https://www.gaipagents.com/a2a/integration-protocol− - [GAIP Trust & Assurance Agent](https://www.gaipagents.com/agents/trust-assurance) (`trust-assurance`): Evidence Ledger: verifies GAIP receipts and compiles evidence packs and incident bundles. MCP https://www.gaipagents.com/mcp/agents/trust-assurance · A2A https://www.gaipagents.com/a2a/trust-assurance− - [GAIP Witness Agent](https://www.gaipagents.com/agents/witness) (`witness`): Delivery Assurance: records delivery checks, witnesses results and checks cited quotes. MCP https://www.gaipagents.com/mcp/agents/witness · A2A https://www.gaipagents.com/a2a/witness-agent− - [GAIP Buyer Assurance Agent](https://www.gaipagents.com/agents/buyer-assurance) (`buyer-assurance`): Delivery Assurance: records a buyer's service request and checks what was delivered. MCP https://www.gaipagents.com/mcp/agents/buyer-assurance · A2A https://www.gaipagents.com/a2a/buyer-assurance− - [GAIP Procurement Evidence Agent](https://www.gaipagents.com/agents/procurement-verify) (`procurement-verify`): Delivery Assurance: tests supplier claims now and compares them with published metadata. MCP https://www.gaipagents.com/mcp/agents/procurement-verify · A2A https://www.gaipagents.com/a2a/procurement-verify− - [GAIP Integration Repair Agent](https://www.gaipagents.com/agents/integration-repair) (`integration-repair`): Supplier Reliability: diagnoses failed agent or API calls and returns a bounded repair plan. MCP https://www.gaipagents.com/mcp/agents/integration-repair · A2A https://www.gaipagents.com/a2a/integration-repair− - [GAIP Supplier Watch Agent](https://www.gaipagents.com/agents/supplier-watch) (`supplier-watch`): Supplier Reliability: compares supplier snapshots and watches interfaces for material change. MCP https://www.gaipagents.com/mcp/agents/supplier-watch · A2A https://www.gaipagents.com/a2a/supplier-watch− - [GAIP Outcome & Value Agent](https://www.gaipagents.com/agents/outcome-value) (`outcome-value`): Evidence Ledger: records a task outcome and caller-supplied costs with explicit unknowns. MCP https://www.gaipagents.com/mcp/agents/outcome-value · A2A https://www.gaipagents.com/a2a/outcome-value− - [GAIP Listing Observer](https://www.gaipagents.com/agents/listing-observer) (`listing-observer`): Delivery Assurance preview: a shop product page as clean data, with source checks and price history. MCP https://www.gaipagents.com/mcp/agents/listing-observer · A2A https://www.gaipagents.com/a2a/listing-observer− - `evaluate_public_art_evidence` (art-intelligence): Use this when asked whether public NFT or digital-art records agree (creator, contract, token). Pass a `question` and `evidence_items`.− - `preflight_broker_candidates` (opportunity-broker): Use this when choosing which agent to hand a task to ("which of these agents can do X?"). Pass `task_class` and `candidates` (A2A agent cards).− - `inspect_counterparty_evidence` (trust-assurance): Use this when asked what evidence exists about an agent before delegating to it. Pass its `counterparty_id` and any `observations`.− - `assurance_prepare` (buyer-assurance): Use this when you, the buyer, chose a public service and want its delivery checked end to end.− - `gaip_verify_supplier_claims` (procurement-verify): Use this to check what an agent, API or supplier claims. Pass `claims` (each with an `id`; add `check_url` and GAIP tests it now), your `observations` and `meta…− - `gaip_diagnose_integration_failure` (integration-repair): Use this when an agent, MCP or API call failed ("why did my call fail?", "what does this 429 mean?").− - `gaip_compare_supplier_snapshots` (supplier-watch): Use this when asked what changed between two versions of an agent card, MCP server description or OpenAPI document ("did this API break?").− - `gaip_measure_outcome_value` (outcome-value): Use this when asked whether an outcome-priced task delivered and what it cost.− - `gaip_watch_register` (integration-protocol, witness, supplier-watch): Register a free watch on an agent card, supplier interface or delivery terms; signed webhook on change.− - `gaip_watch_list` (integration-protocol, witness, supplier-watch): List your watches, their last result and next check.− - `gaip_watch_remove` (integration-protocol, witness, supplier-watch): Stop a watch and delete its stored events.− - `gaip_watch_events` (integration-protocol, witness, supplier-watch): Read recent change events for your watches.− - `gaip_evidence_pack` (trust-assurance): Compile an agent's or supplier's conformance, watch, witness and repair history into one dossier with a verify URL per item.− - `gaip_incident_bundle` (trust-assurance): Put the receipts and observations about an incident in time order.− - `gaip_receipt_export` (trust-assurance, witness): Export a GAIP receipt in another ecosystem's shape (for example x402 or in-toto).− - `gaip_supplier_reliability` (integration-repair, supplier-watch): Diagnose a failed supplier call next to the supplier changes GAIP observed around that time (correlation, not causation).− - `verify_gaip_receipt` (trust-assurance, witness): Use this when you hold a GAIP receipt_id and want to confirm it ("is this receipt genuine?").− # First call: check a public MCP server by URL (gaip_check, one of the four tools listed on https://www.gaipagents.com/mcp).− - Cursor (`.cursor/mcp.json`): `{"mcpServers":{"gaip":{"url":"https://www.gaipagents.com/mcp"}}}`− - VS Code (`.vscode/mcp.json`): `{"servers":{"gaip":{"type":"http","url":"https://www.gaipagents.com/mcp"}}}`− - source: client IP set by the hosting edge (Vercel or Railway), held in memory only for the window+ First call: `gaip_check` on https://www.gaipagents.com/mcp with `{"url":"https://mcp.deepwiki.com/mcp"}` (a public MCP server; it runs as-is), then your own agent's `url`. A call failed? Paste the error into gaip_diagnose for the cause, retry timing and the exact fix. Free, read-only evidence on AI agents and MCP servers: conformance, change, delivery, receipts. Three public faces: the /mcp front door for developers (with the Agent Observatory behind it), Witness and the Listing Observer (previe+ ## Start here: five tools (MCP tools/list on https://www.gaipagents.com/mcp)+ - `second_look_check`: before buying what an AI suggested: does the shop's own page show that price and stock now, with a signed receipt (url, claim). Example arguments: `{"url":"https://www.gaipagents.com/test-range/shop/products/demo-mug","claim":"24 GBP, in stock"}`+ - [Developer checks & Observatory](https://www.gaipagents.com/v1/free/products#developer-checks): The front door for developers: on /mcp, gaip_check tests whether an agent, MCP server or API works, is valid or has changed, gaip_diagnose explains a failed call and the fix, gaip_watch follows it for changes and gaip_verify checks what came back. Behind it, the Agent Observatory keeps a dated record of what agents published; facts at a stated time, never a ranking or score. Agent: integration-proto+ - [Witness: delivery & evidence](https://www.gaipagents.com/v1/free/products#witness): Agreed terms, delivery, receipts, disputes and evidence: record the checks a buyer expects, witness what came back, test supplier claims, and keep verifiable receipts, evidence packs and outcome records; no trust score and no ROI claim. Agent: witness.+ - [Shop listing data (preview)](https://www.gaipagents.com/v1/free/products#shop-listing-data): Whether a shop's product data reads the same to AI shopping agents as on the page: price, stock, SKU and name across the page's public sources, with a dated history. The engine of GAIP's Shopify app (coming soon). Read-only; never cart or checkout. Agent: listing-observer.+ ## Agents (three public faces, the Listing Observer in preview; ids and endpoints are stable)+ - [GAIP Integration & Protocol Agent](https://www.gaipagents.com/agents/integration-protocol) (`integration-protocol`): Behind /mcp: checks A2A, MCP and OpenAPI, keeps the Agent Observatory, diagnoses failed calls. MCP https://www.gaipagents.com/mcp/agents/integration-protocol · A2A https://www.gaipagents.com/a2a/integration-protocol+ - [GAIP Witness Agent](https://www.gaipagents.com/agents/witness) (`witness`): Agreed terms, delivery, receipts, disputes and evidence: what a service delivered, checkable later. MCP https://www.gaipagents.com/mcp/agents/witness · A2A https://www.gaipagents.com/a2a/witness-agent+ - [GAIP Listing Observer](https://www.gaipagents.com/agents/listing-observer) (`listing-observer`): Shop listing data (preview): a product page as clean data, with source checks and price history. Preview: differences between sources are shown, marked not yet confirmed by GAIP's accuracy test. MCP https://www.gaipagents.com/mcp/agents/listing-observer · A2A https://www.gaipagents.com/a2a/listing-observer+ - Still callable at their own routes with the same tools, no longer listed separately (part of integration-protocol: integration-repair, supplier-watch; part of witness: trust-assurance, buyer-assurance, procurement-verify, outcome-value; unlisted: art-intelligence, opportunity-broker). Their pages and cards say where they now live.+ - `gaip_watch_register` (integration-protocol, witness): Register a free watch on an agent card, supplier interface or delivery terms; signed webhook on change.+ - `gaip_watch_list` (integration-protocol, witness): List your watches, their last result and next check.+ - `gaip_watch_remove` (integration-protocol, witness): Stop a watch and delete its stored events.+ - `gaip_watch_events` (integration-protocol, witness): Read recent change events for your watches.+ - `gaip_evidence_pack` (witness): Compile an agent's or supplier's conformance, watch, witness and repair history into one dossier with a verify URL per item.+ - `gaip_incident_bundle` (witness): Put the receipts and observations about an incident in time order.+ - `gaip_receipt_export` (witness): Export a GAIP receipt in another ecosystem's shape (for example x402 or in-toto).+ - `gaip_supplier_reliability` (integration-protocol): Diagnose a failed supplier call next to the supplier changes GAIP observed around that time (correlation, not causation).+ - `verify_gaip_receipt` (witness): Use this when you hold a GAIP receipt_id and want to confirm it ("is this receipt genuine?").+ # First call: check a public MCP server by URL (gaip_check, one of the five tools listed on https://www.gaipagents.com/mcp).+ ## Permissions, record extracts and the test range+ - May my agent fetch this? MCP tool `gaip_check_permission` on https://www.gaipagents.com/mcp/agents/integration-protocol (or `gaip_check` with `agent`), or GET https://www.gaipagents.com/v1/free/permission?url=<url>&agent=<user-agent token>. Reads the site's robots.txt (RFC 9309), Content-Signal and AI-preference lines, RSL licence links, tdmrep.json and llms.txt once; ALLOWED, DISALLOWED, NO_RULE or UNKNOWN with the rule quoted, the time and an Ed25519 signature. A reading of the site's publis+ - An extract of GAIP's record about an agent or shop page: MCP tool `gaip_record_extract` on https://www.gaipagents.com/mcp/agents/witness, or GET https://www.gaipagents.com/v1/free/record-extract?url=<url>&since=YYYY-MM-DD. Entries with chain positions, hashes and the daily anchors covering them, Ed25519-signed. Free preview; it shows what GAIP recorded and when, not that it is true. Opted-out targets return WITHDRAWN.+ - Test range (synthetic, never counted as use): https://www.gaipagents.com/test-range: a demo shop page whose sources disagree and an MCP server at https://www.gaipagents.com/test-range/mcp that fails on request, to try gaip_check, gaip_diagnose, gaip_watch, Witness and the Listing Observer.+ - Has this MCP server changed since a date? https://www.gaipagents.com/v1/free/observatory/changed-since?url=<its MCP endpoint>&since=YYYY-MM-DD or MCP tool `gaip_tools_changed_since` (read-only; POST your tools/list `tools` array to compare).+ - Save an agent now: POST https://www.gaipagents.com/v1/free/observatory/capture with {"url": "<MCP endpoint or agent card URL>"} or MCP tool `gaip_observatory_capture`; it is then revisited about once a day.+ - The data record (what GAIP keeps, how it is anchored daily, how long it is kept): https://www.gaipagents.com/how-it-works#data-record; daily anchors https://www.gaipagents.com/v1/free/observatory/anchors.+ ## Open data (aggregate figures CC BY 4.0, no account)+ - Open data page (datasets, licence, citation, weekly downloads): https://www.gaipagents.com/data+ - Weekly downloads, built once per frozen ISO week: https://www.gaipagents.com/data/weekly/YYYY-Www/totals.csv (also totals.jsonl; aggregates, CC BY 4.0, counts from 1 to 4 withheld) and changes.csv / changes.jsonl (the week's public change-log entries; not CC BY); newest week at https://www.gaipagents.com/data/weekly/latest/<file>.+ - Citable weekly snapshot ids AGENT-WEB-YYYY-Www with each file's SHA-256: https://www.gaipagents.com/v1/free/data/releases+ - Data dictionary: https://www.gaipagents.com/data/dictionary (https://www.gaipagents.com/v1/free/data/dictionary); Croissant: https://www.gaipagents.com/data/croissant.json; citation: https://www.gaipagents.com/CITATION.cff+ - Monthly: State of Agents https://www.gaipagents.com/state-of-agents and the Agent Web Index https://www.gaipagents.com/v1/free/agent-web-index; dataset method versions https://www.gaipagents.com/v1/free/observatory/methods.+ - Public agents GAIP watches (minimal fields: target id, registry, name and identifier as the registry lists them, kind, cohorts, date first watched; facts as listed by public registries, not CC BY; opt-outs left out; rebuilt daily): https://www.gaipagents.com/data/watched-agents.csv (also watched-agents.jsonl; metadata and how to recompute the panel hash: https://www.gaipagents.com/data/watched-agents.json).+ - Agent Reliability Index (reachability and response times; monthly, final once a month ends, and the latest 30 days): https://www.gaipagents.com/data/reliability-index.csv (https://www.gaipagents.com/data/reliability-index.json); CC BY 4.0.+ - Collection ledger (when GAIP's Observatory ran, daily, frozen and hash-chained, with its gaps): https://www.gaipagents.com/data/collection-ledger.csv (https://www.gaipagents.com/data/collection-ledger.json); CC BY 4.0.+ - Cursor (`.cursor/mcp.json`): `{"mcpServers":{"gaip":{"url":"https://www.gaipagents.com/mcp"}}}`; one-click: https://cursor.com/en/install-mcp?name=gaip&config=eyJ1cmwiOiJodHRwczovL3d3dy5nYWlwYWdlbnRzLmNvbS9tY3AifQ%3D%3D+ - VS Code (`.vscode/mcp.json`): `{"servers":{"gaip":{"type":"http","url":"https://www.gaipagents.com/mcp"}}}`; one-click: https://insiders.vscode.dev/redirect/mcp/install?name=gaip&config=%7B%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fwww.gaipagents.com%2Fmcp%22%7D+ - Gemini CLI: `gemini extensions install https://github.com/tjcgraham-rgb/gaip-agents`, or in `~/.gemini/settings.json`: `{"mcpServers":{"gaip":{"httpUrl":"https://www.gaipagents.com/mcp"}}}`
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