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Openaire

by io.github.pipeworx-io
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OpenAIRE MCP — EU research outputs (publications, datasets, software, projects)

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Unhealthy
Uptime
17.5% over 69 days
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pipeworx-io/mcp-openaire
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mcp-openaire

TDQS

A4/5.0

Scored across 47 tools

Disambiguation3/5

Descriptions do heavy lifting to delimit boundaries (ask_pipeworx vs grounded vs deep_research; entity_profile vs company_facts vs recent_changes vs compare_entities; polymarket_edges vs arbitrage vs fill_risk vs kalshi_spread), but the boundaries are genuinely subtle and require reading long text to choose correctly. Worse, ask_pipeworx, ask_pipeworx_beta and ask_pipeworx_grounded are near-identical routers whose only documented difference is an experimental routing candidate that is currently inactive, and ai_visibility_check vs scan_competitor_ai_presence plus several prediction-market tools overlap heavily. An agent without careful reading will misfire.

Naming Consistency4/5

Everything is snake_case with no camelCase or case-mixing, so the surface reads predictably. Verb conventions are mostly verb_noun (search_publications, resolve_entity, validate_claim, generate_llms_txt), with a minority of noun-phrase names (entity_profile, company_facts, recent_changes, resolution_audit, ai_visibility_check) and bare verbs (remember, recall, forget, subscribe), which is a minor stylistic deviation rather than inconsistency.

Tool Count2/5

47 tools is far above the 3-15 sweet spot and well into the "heavy" band, and the set spans many unrelated domains (SEC/XBRL fundamentals, prediction markets, NPM dependency scanning, LLM visibility probing, OpenAIRE academic search, memory KV, subscriptions). Several tools (ask_pipeworx_beta, get_project/get_research_product, release_calendar_markets) look like thin specializations that a well-scoped surface would fold into a parameter or drop.

Completeness4/5

Lifecycle coverage is strong for most subdomains: memory has remember/recall/forget, subscriptions have subscribe/unsubscribe/list_subscriptions/recent_alerts, research search has search_* plus get_project/get_research_product, and the prediction-market family chains edges→arbitrage→fill_risk→edge_tracker→resolution_diff/audit. Gaps are minor (no update/rename for stored memory or subscriptions, no delete for research entities, no unified fetch for arbitrary pipeworx:// records beyond search_within), workable around but not airtight.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 6 tool updates
    • Changedask_pipeworx1 field changed
      • addedInput schema / properties / packs
        Added value: +{
+  "description": "OPTIONAL. Restrict routing to these pack slugs (e.g. [\"sec-form-d\",\"sec-13f\"]) — the router then picks only from tools in those packs. Omit for the default full-catalog routing. Slugs come from list_packs / search_packs / https://pipeworx.io/directory; unlisted or unknown slugs are ignored and named in _meta.pack_scope.ignored, and if none of them resolves the question is routed across the whole catalog with _meta.pack_scope.full_catalog:true (never an empty answer).",
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
    • Changedask_pipeworx_beta1 field changed
      • addedInput schema / properties / packs
        Added value: +{
+  "description": "OPTIONAL. Restrict routing to these pack slugs (e.g. [\"sec-form-d\",\"sec-13f\"]) — the router then picks only from tools in those packs. Omit for the default full-catalog routing. Slugs come from list_packs / search_packs / https://pipeworx.io/directory; unlisted or unknown slugs are ignored and named in _meta.pack_scope.ignored, and if none of them resolves the question is routed across the whole catalog with _meta.pack_scope.full_catalog:true (never an empty answer).",
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
    • Changedask_pipeworx_grounded1 field changed
      • addedInput schema / properties / prefer_tool
        Added value: +{
+  "description": "Run this exact tool instead of letting the router choose — use a name from a previous answer's alternatives[]. Arguments are still filled from your question. Unknown names are refused, never guessed.",
+  "type": "string"
+}
    • Addedcompany_register_search
    • Changedentity_profile2 fields changed
      • addedInput schema / properties / country
        Added value: +{
+  "description": "OPTIONAL ISO 3166-1 alpha-2 of the business register you mean (\"NO\", \"FI\", \"GB\", \"JP\", \"FR\", \"EE\", \"BR\"). Only affects a NAME lookup, and is often what separates the company you mean from a US namesake. When a name resolves to a register entity with no CIK, the SEC/CIK-keyed sections are reported under `sources_skipped` with reason `not_queried` — they were never asked, which is not the same as having failed.",
+  "type": "string"
+}
      • changedInput schema / properties / value / description
        Previous value: -"Ticker (e.g., \"AAPL\"), zero-padded CIK (e.g., \"0000320193\"), or company name (e.g., \"Moderna\") — names resolve via SEC EDGAR company-name match."New value: +"Ticker (e.g., \"AAPL\"), zero-padded CIK (e.g., \"0000320193\"), or company name (e.g., \"Moderna\"). A NAME now resolves through the national business registers as well as SEC EDGAR, so a non-US company returns its register identity and record rather than `resolved: false`."
    • Changedresolve_entity2 fields changed
      • addedInput schema / properties / country
        Added value: +{
+  "description": "OPTIONAL ISO 3166-1 alpha-2 of the country whose business register you mean (\"NO\", \"FI\", \"JP\", \"GB\", \"FR\", \"EE\", \"BR\"). Narrows the national-register fan-out and is often the difference between the right company and a US namesake — \"Apple\" with country \"NO\" is a Norwegian company, not Apple Inc. Omitting it searches every register we can name, which is the right default when you do not know. company only; ignored for drug.",
+  "type": "string"
+}
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
+  "properties": {
+    "brand": {
+      "type": "string"
+    },
+    "candidates": {
+      "description": "Rivals, best first. Populated on \"ambiguous\" and on \"matched\" alike.",
+      "items": {
+        "properties": {
+          "country": {
+            "description": "ISO-2 of the REGISTER, not of the company's operations.",
+            "type": "string"
+          },
+          "data_as_of": {
+            "description": "That register's own snapshot date, per row, so a stale country is visible.",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "detail_tool": {
+            "description": "The live pack tool that returns the full record, e.g. \"brreg-no:get_entity\".",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "legal_form": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "legal_name": {
+            "type": "string"
+          },
+          "lei": {
+            "description": "From the GLEIF crosswalk when present. Never guessed from a name.",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "match_type": {
+            "enum": [
+              "id",
+              "exact",
+              "exact_form",
+              "prefix",
+              "tokens"
+            ],
+            "type": "string"
+          },
+          "matched_kind": {
+            "enum": [
+              "legal",
+              "trading",
+              "former",
+              "english",
+              "kana"
+            ],
+            "type": "string"
+          },
+          "matched_name": {
+            "description": "The name row that matched, exactly as the publisher spells it.",
+            "type": "string"
+          },
+          "register": {
+            "description": "Publisher + dataset, e.g. \"Brønnøysund Register Centre, Enhetsregisteret\". Never a URL or filename.",
+            "type": "string"
+          },
+          "register_id": {
+            "description": "The native id in the register's own canonical formatting.",
+            "type": "string"
+          },
+          "register_key": {
+            "description": "Stable machine slug for the register.",
+            "type": "string"
+          },
+          "registration_status": {
+            "description": "GLEIF rows only: the LEI RECORD's lifecycle (ISSUED/LAPSED/RETIRED/...). A DIFFERENT fact from `status` — a lapsed LEI is unmaintained reference data about a company that may well still trade.",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "score": {
+            "description": "0-1, assigned centrally. An adapter never grades itself.",
+            "type": "number"
+          },
+          "status": {
+            "description": "The COMPANY's status.",
+            "enum": [
+              "active",
+              "inactive",
+              "dissolved",
+              "unknown"
+            ],
+            "type": "string"
+          },
+          "status_raw": {
+            "description": "The register's own status word, verbatim and unglossed.",
+            "type": [
+              "string",
+              "null"
+            ]
+          }
+        },
+        "required": [
+          "country",
+          "register",
+          "register_key",
+          "register_id",
+          "legal_name",
+          "score",
+          "status"
+        ],
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "cik_withheld": {
+      "description": "A CIK that came back from a FUZZY SEC name match and is NOT asserted, because the spine matched a stronger non-US candidate. The number is here so a caller who wanted the US filer can still use it; what changed is that we no longer claim it IS the answer. See `unresolved.cik` for the reason.",
+      "type": "string"
+    },
+    "fanout_incomplete": {
+      "description": "Present IFF at least one register in `searched[]` carried an `error` — set even when `match_status` stayed \"ambiguous\". `withheld_match` is the candidate this call declined to ASSERT because a register was missing, carried rather than discarded so a caller who accepts the caveat can still use it.",
+      "properties": {
+        "unavailable": {
+          "items": {
+            "properties": {
+              "country": {
+                "type": "string"
+              },
+              "error": {
+                "type": "string"
+              },
+              "register": {
+                "type": "string"
+              },
+              "register_key": {
+                "type": "string"
+              }
+            },
+            "type": "object"
+          },
+          "type": "array"
+        },
+        "withheld_match": {
+          "type": [
+            "object",
+            "null"
+          ]
+        }
+      },
+      "type": "object"
+    },
+    "figi_withheld": {
+      "description": "A FIGI that matched this name in OpenFIGI (`figi_match: \"name_search\"`) and is NOT asserted, because `match_status` is \"incomplete\": a name search cannot tell a company apart from a security carrying its name, and the registers that would have settled it are the ones we could not ask. A `ticker_map` FIGI is never withheld this way — it is corroborated by the resolved ticker it came from. Carried so a caller who accepts the caveat can use it; see `unresolved.figi`, and retry, since a transiently rate-limited register completes on the next call.",
+      "type": "string"
+    },
+    "ids": {
+      "description": "Every identifier established: cik, ticker, company_name, lei, figi, isin, cusip, register_id, register_country. A key absent here appears in `unresolved` with a reason — never silently dropped.",
+      "type": "object"
+    },
+    "ingredient": {
+      "type": "string"
+    },
+    "match_explanation": {
+      "description": "Plain words. Always present when the spine ran, and required on \"ambiguous\" and \"no_match\".",
+      "type": "string"
+    },
+    "match_scoring": {
+      "description": "The margin rule's own inputs, so a caller can see WHY it fell where it did.",
+      "properties": {
+        "margin": {
+          "type": [
+            "number",
+            "null"
+          ]
+        },
+        "runner_up": {
+          "type": [
+            "number",
+            "null"
+          ]
+        },
+        "thresholds": {
+          "properties": {
+            "floor": {
+              "type": "number"
+            },
+            "margin": {
+              "type": "number"
+            },
+            "match": {
+              "type": "number"
+            }
+          },
+          "type": "object"
+        },
+        "top": {
+          "type": [
+            "number",
+            "null"
+          ]
+        }
+      },
+      "type": "object"
+    },
+    "match_status": {
+      "description": "The headline to branch on. \"ambiguous\" is an ANSWER, not a failure: two companies matched the name equally well and both are in `candidates`. \"no_match\" means every register in `searched` was asked and none carried it. \"incomplete\" means one of them could NOT be asked (it carries an `error` in `searched[]`), so the candidate set is short by an unknown amount and no id is asserted — distinct from \"ambiguous\" because a RETRY is what resolves it, not a narrower query; `fanout_incomplete` names the unreachable registers and carries, under `withheld_match`, the candidate that would have been returned on a complete fan-out.",
+      "enum": [
+        "matched",
+        "ambiguous",
+        "no_match",
+        "incomplete"
+      ],
+      "type": "string"
+    },
+    "notes": {
+      "type": "string"
+    },
+    "query": {
+      "type": "string"
+    },
+    "registers": {
+      "description": "The matched entity as every register that carries it — the match (flagged `matched: true`) plus anything that collapsed into it. A Companies House number AND the LEI that crosswalks to it are the SAME answer, not rivals.",
+      "items": {
+        "properties": {
+          "country": {
+            "description": "ISO-2 of the REGISTER, not of the company's operations.",
+            "type": "string"
+          },
+          "data_as_of": {
+            "description": "That register's own snapshot date, per row, so a stale country is visible.",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "detail_tool": {
+            "description": "The live pack tool that returns the full record, e.g. \"brreg-no:get_entity\".",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "legal_form": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "legal_name": {
+            "type": "string"
+          },
+          "lei": {
+            "description": "From the GLEIF crosswalk when present. Never guessed from a name.",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "match_type": {
+            "enum": [
+              "id",
+              "exact",
+              "exact_form",
+              "prefix",
+              "tokens"
+            ],
+            "type": "string"
+          },
+          "matched_kind": {
+            "enum": [
+              "legal",
+              "trading",
+              "former",
+              "english",
+              "kana"
+            ],
+            "type": "string"
+          },
+          "matched_name": {
+            "description": "The name row that matched, exactly as the publisher spells it.",
+            "type": "string"
+          },
+          "register": {
+            "description": "Publisher + dataset, e.g. \"Brønnøysund Register Centre, Enhetsregisteret\". Never a URL or filename.",
+            "type": "string"
+          },
+          "register_id": {
+            "description": "The native id in the register's own canonical formatting.",
+            "type": "string"
+          },
+          "register_key": {
+            "description": "Stable machine slug for the register.",
+            "type": "string"
+          },
+          "registration_status": {
+            "description": "GLEIF rows only: the LEI RECORD's lifecycle (ISSUED/LAPSED/RETIRED/...). A DIFFERENT fact from `status` — a lapsed LEI is unmaintained reference data about a company that may well still trade.",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "score": {
+            "description": "0-1, assigned centrally. An adapter never grades itself.",
+            "type": "number"
+          },
+          "status": {
+            "description": "The COMPANY's status.",
+            "enum": [
+              "active",
+              "inactive",
+              "dissolved",
+              "unknown"
+            ],
+            "type": "string"
+          },
+          "status_raw": {
+            "description": "The register's own status word, verbatim and unglossed.",
+            "type": [
+              "string",
+              "null"
+            ]
+          }
+        },
+        "required": [
+          "country",
+          "register",
+          "register_key",
+          "register_id",
+          "legal_name",
+          "score",
+          "status"
+        ],
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "related": {
+      "description": "Entities that collapsed INTO the match, each carrying `collapsed_by`.",
+      "items": {
+        "properties": {
+          "country": {
+            "description": "ISO-2 of the REGISTER, not of the company's operations.",
+            "type": "string"
+          },
+          "data_as_of": {
+            "description": "That register's own snapshot date, per row, so a stale country is visible.",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "detail_tool": {
+            "description": "The live pack tool that returns the full record, e.g. \"brreg-no:get_entity\".",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "legal_form": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "legal_name": {
+            "type": "string"
+          },
+          "lei": {
+            "description": "From the GLEIF crosswalk when present. Never guessed from a name.",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "match_type": {
+            "enum": [
+              "id",
+              "exact",
+              "exact_form",
+              "prefix",
+              "tokens"
+            ],
+            "type": "string"
+          },
+          "matched_kind": {
+            "enum": [
+              "legal",
+              "trading",
+              "former",
+              "english",
+              "kana"
+            ],
+            "type": "string"
+          },
+          "matched_name": {
+            "description": "The name row that matched, exactly as the publisher spells it.",
+            "type": "string"
+          },
+          "register": {
+            "description": "Publisher + dataset, e.g. \"Brønnøysund Register Centre, Enhetsregisteret\". Never a URL or filename.",
+            "type": "string"
+          },
+          "register_id": {
+            "description": "The native id in the register's own canonical formatting.",
+            "type": "string"
+          },
+          "register_key": {
+            "description": "Stable machine slug for the register.",
+            "type": "string"
+          },
+          "registration_status": {
+            "description": "GLEIF rows only: the LEI RECORD's lifecycle (ISSUED/LAPSED/RETIRED/...). A DIFFERENT fact from `status` — a lapsed LEI is unmaintained reference data about a company that may well still trade.",
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "score": {
+            "description": "0-1, assigned centrally. An adapter never grades itself.",
+            "type": "number"
+          },
+          "status": {
+            "description": "The COMPANY's status.",
+            "enum": [
+              "active",
+              "inactive",
+              "dissolved",
+              "unknown"
+            ],
+            "type": "string"
+          },
+          "status_raw": {
+            "description": "The register's own status word, verbatim and unglossed.",
+            "type": [
+              "string",
+              "null"
+            ]
+          }
+        },
+        "required": [
+          "country",
+          "register",
+          "register_key",
+          "register_id",
+          "legal_name",
+          "score",
+          "status"
+        ],
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "resolved": {
+      "description": "At least one identifier was established. Read `match_status` and `unresolved` for WHICH — a company can be resolved in a national register with no CIK at all.",
+      "type": "boolean"
+    },
+    "resources": {
+      "type": "object"
+    },
+    "searched": {
+      "description": "EVERY register asked, with its own as-of date and row count. A register that could not be reached carries `error` — 0 rows with an error is \"we could not ask\", 0 rows without one is \"nothing is there\", and they are different answers.",
+      "items": {
+        "properties": {
+          "country": {
+            "type": "string"
+          },
+          "data_as_of": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "error": {
+            "type": "string"
+          },
+          "register": {
+            "type": "string"
+          },
+          "register_key": {
+            "type": "string"
+          },
+          "rows": {
+            "type": "number"
+          }
+        },
+        "required": [
+          "register",
+          "register_key",
+          "country",
+          "rows"
+        ],
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "sec_alternatives": {
+      "description": "EDGAR's own discarded near-misses on a name match, surfaced instead of dropped.",
+      "items": {
+        "properties": {
+          "cik": {
+            "type": "string"
+          },
+          "company_name": {
+            "type": "string"
+          },
+          "ticker": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "sources": {
+      "description": "Per-identifier provenance. Every key in `ids` has a matching key here.",
+      "type": "object"
+    },
+    "type": {
+      "type": "string"
+    },
+    "unresolved": {
+      "description": "Per-identifier reason an id could NOT be established — the honest twin of `ids`.",
+      "type": "object"
+    }
+  },
+  "required": [
+    "type",
+    "query",
+    "resolved",
+    "ids",
+    "sources",
+    "unresolved"
+  ],
+  "type": "object"
+}
  2. 5 tool updates
    • Addedarchive_compare
    • Addedarchive_evidence
    • Addedclassify_row
    • Addedresearch_row
    • Changedsubscribe2 fields changed
      • changedInput schema / properties / params / description
        Previous value: -"Type-specific filter. sec_8k: {ticker:\"AAPL\", items?:[\"5.02\",\"1.01\"]}. polymarket_edge: {topic:\"fed\", min_spread_bps?:500}. fred_series: {series_id:\"UNRATE\"}. patent_grant: {applicant:\"Apple Inc.\"}. clinical_trial: {sponsor?:\"Pfizer\", condition?:\"lung cancer\", phase?:\"PHASE3\"} (sponsor or condition required)."New value: +"Type-specific filter. sec_8k: {ticker:\"AAPL\", items?:[\"5.02\",\"1.01\"]}. polymarket_edge: {topic:\"fed\", min_spread_bps?:500}. fred_series: {series_id:\"UNRATE\"}. patent_grant: {applicant:\"Apple Inc.\"}. clinical_trial: {sponsor?:\"Pfizer\", condition?:\"lung cancer\", phase?:\"PHASE3\"} (sponsor or condition required). form_d: {state?:\"CA\", industry?:\"Biotechnology\", min_amount?:500000, exemption?:\"06B\"} (all optional — omit all to watch every new Form D nationwide). news_keyword: {query:\"\\\"semiconductor sanctions\\\"\", lang?:\"eng\", domains?:[\"reuters.com\"]} (query required). job_post: EITHER {ats:\"greenhouse\", board_token:\"acme\"} (exact board) OR {domain:\"acme.com\"} (auto-detected), plus optional title_query/location_query substrings. tool_diff: {tool:\"form5500\", args?:{...}, fields:[\"headcount\"], schedule:\"daily\"} — re-runs that tool on schedule and fires when the named fields change; tool must be read-only and not need a Pipeworx-held platform key; schedule \"hourly\" needs the paid tier. new_entity: {state:\"CO\", name_query?:\"dental\", entity_type?:\"limited liability\"} — state is required and must be one of FL, NY, CO, OR, CT, TX, PA. Unknown keys in form_d/news_keyword/job_post/tool_diff/new_entity params are rejected at subscribe time."
      • changedInput schema / properties / type / enum
        Previous value: -[
-  "sec_8k",
-  "polymarket_edge",
-  "fred_series",
-  "patent_grant",
-  "clinical_trial"
-]New value: +[
+  "sec_8k",
+  "polymarket_edge",
+  "fred_series",
+  "patent_grant",
+  "clinical_trial",
+  "form_d",
+  "news_keyword",
+  "job_post",
+  "tool_diff",
+  "new_entity"
+]
  3. 29 tool updates
    • Changedai_visibility_check1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "entity": "Tesla"
+  }
+]
    • Changedask_pipeworx3 fields changed
      • addedInput schema / properties / ask
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / message
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • changedInput schema / properties / question / description
        Previous value: -"Your question or request in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question or request in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."
    • Changedask_pipeworx_beta4 fields changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "question": "What is the current US unemployment rate?"
+  }
+]
      • addedInput schema / properties / ask
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / message
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • changedInput schema / properties / question / description
        Previous value: -"Your question or request in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question or request in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."
    • Changedask_pipeworx_grounded4 fields changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "question": "What was Apple's fiscal 2023 revenue?"
+  }
+]
      • addedInput schema / properties / ask
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / message
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • changedInput schema / properties / question / description
        Previous value: -"Your question in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."
    • Addedcompany_facts
    • Changedcompare_entities1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "type": "company",
+    "values": [
+      "AAPL",
+      "MSFT"
+    ]
+  }
+]
    • Changeddeep_research9 fields changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "depth": "quick",
+    "question": "What is the current US unemployment rate and how has it changed over the past year?"
+  }
+]
      • addedInput schema / properties / ask
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / input
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / message
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / prompt
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / q
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • addedInput schema / properties / query
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
      • changedInput schema / properties / question / description
        Previous value: -"The research question, in natural language. Broad/multi-part is fine — decomposition is the point."New value: +"The research question, in natural language. Broad/multi-part is fine — decomposition is the point. Accepts query, q, prompt, text, input, ask, message as aliases."
      • addedInput schema / properties / text
        Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}
    • Changedentity_profile1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "type": "company",
+    "value": "AAPL"
+  }
+]
    • Changedforget4 fields changed
      • addedInput schema / properties / k
        Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}
      • changedInput schema / properties / key / description
        Previous value: -"Memory key to delete"New value: +"Memory key to delete. Accepts name, k, label as aliases."
      • addedInput schema / properties / label
        Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}
      • addedInput schema / properties / name
        Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}
    • Changedgenerate_llms_txt1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "url": "https://pipeworx.io"
+  }
+]
    • Addedkalshi_weather_edge
    • Changedpipeworx_feedback1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "message": "Fleet #2184 smoke test: verifying pipeworx_feedback example call returns non-empty.",
+    "type": "other"
+  }
+]
    • Changedpipeworx_trending1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "window": "7d"
+  }
+]
    • Changedpolymarket_arbitrage1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "topic": "Fed rate decision"
+  }
+]
    • Changedpolymarket_edge_tracker1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "days": 14,
+    "window": "1wk"
+  }
+]
    • Changedpolymarket_edges3 fields changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "limit": 5,
+    "window": "1wk"
+  }
+]
      • changedInput schema / properties / min_edge_pp / description
        Previous value: -"Minimum |edge| in percentage points to include (default 0.5). Edge is evaluated NET of slippage."New value: +"Minimum |edge| in percentage points to include (default 0.5). Edge is evaluated NET of slippage and Polymarket's own taker fee."
      • changedInput schema / properties / slippage_pp / description
        Previous value: -"Assumed execution slippage in percentage points per leg (default 0.3). Subtracted from raw |edge| before ranking and Kelly sizing. Polymarket has zero trading fees as of 2024 but bid/ask + thin depth typically eats 20-50bp per trade. Bump for very thin partitions; drop to 0 if you have a smarter fill model."New value: +"Assumed execution slippage in percentage points per leg (default 0.3), for bid/ask + thin depth cost that a last-trade price does not show. Subtracted from raw |edge| before ranking and Kelly sizing, ON TOP OF Polymarket's own taker fee — which is NOT zero (rate 0.04-0.07 depending on category, read off each market's own published fee schedule; see fees_pp_applied on every row and fees.ts for the full schedule). Bump slippage for very thin partitions; drop to 0 if you have a smarter fill model — the fee still applies regardless."
    • Changedpolymarket_fill_risk1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "market": "will-the-fed-increase-interest-rates-by-25-bps-after-the-december-2026-meeting-20260729232808636",
+    "side": "buy_yes",
+    "size_usd": 1000
+  }
+]
    • Changedrecall4 fields changed
      • addedInput schema / properties / k
        Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}
      • changedInput schema / properties / key / description
        Previous value: -"Memory key to retrieve (omit to list all keys)"New value: +"Memory key to retrieve (omit to list all keys). Accepts name, k, label as aliases."
      • addedInput schema / properties / label
        Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}
      • addedInput schema / properties / name
        Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}
    • Changedrecent_changes1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "since": "30d",
+    "type": "company",
+    "value": "AAPL"
+  }
+]
    • Addedrelease_calendar_markets
    • Changedremember10 fields changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "key": "target_ticker",
+    "value": "AAPL"
+  }
+]
      • addedInput schema / properties / content
        Added value: +{
+  "description": "Alias for value.",
+  "type": "string"
+}
      • addedInput schema / properties / data
        Added value: +{
+  "description": "Alias for value.",
+  "type": "string"
+}
      • addedInput schema / properties / k
        Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}
      • changedInput schema / properties / key / description
        Previous value: -"Memory key (e.g., \"subject_property\", \"target_ticker\", \"user_preference\")"New value: +"Memory key (e.g., \"subject_property\", \"target_ticker\", \"user_preference\"). Accepts name, k, label as aliases."
      • addedInput schema / properties / label
        Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}
      • addedInput schema / properties / name
        Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}
      • addedInput schema / properties / text
        Added value: +{
+  "description": "Alias for value.",
+  "type": "string"
+}
      • addedInput schema / properties / v
        Added value: +{
+  "description": "Alias for value.",
+  "type": "string"
+}
      • changedInput schema / properties / value / description
        Previous value: -"Value to store (any text — findings, addresses, preferences, notes)"New value: +"Value to store (any text — findings, addresses, preferences, notes). Accepts content, text, data, v as aliases; a non-string value is stored as JSON."
    • Addedresolution_audit
    • Addedresolution_diff
    • Changedresolve_entity1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "type": "company",
+    "value": "AAPL"
+  }
+]
    • Changedscan_competitor_ai_presence1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "entities": [
+      "Pipeworx",
+      "Zapier"
+    ]
+  }
+]
    • Changedscan_dependency1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "package": "left-pad"
+  }
+]
    • Changedsearch_within1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "query": "supply-chain risk",
+    "text": "Apple Inc. reported fiscal 2023 revenue of $383.285 billion, driven by strong iPhone and Services growth. Net income was $96.995 billion. The company faced supply-chain risk in China during the quarter."
+  }
+]
    • Changedsuggest_questions1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "topic": "finance"
+  }
+]
    • Changedvalidate_claim1 field changed
      • addedInput schema / examples
        Added value: +[
+  {
+    "claim": "Apple's fiscal 2023 revenue was $383 billion"
+  }
+]
  4. 1 tool update
    • Changedbet_research2 fields changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "market": "when-will-bitcoin-hit-150k"
-  },
-  {
-    "market": "https://polymarket.com/event/when-will-bitcoin-hit-150k"
-  }
-]New value: +[
+  {
+    "market": "will-kristi-noem-win-the-2028-republican-presidential-nomination"
+  },
+  {
+    "market": "https://polymarket.com/event/will-kristi-noem-win-the-2028-republican-presidential-nomination"
+  }
+]
      • changedInput schema / properties / market / description
        Previous value: -"Polymarket slug (\"when-will-bitcoin-hit-150k\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."New value: +"Polymarket slug (\"will-kristi-noem-win-the-2028-republican-presidential-nomination\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."
  5. 2 tool updates
    • Changedbet_research2 fields changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "market": "will-bitcoin-reach-100k-in-july-2026"
-  },
-  {
-    "market": "https://polymarket.com/event/will-bitcoin-hit-150k-by-june-30-2026"
-  }
-]New value: +[
+  {
+    "market": "when-will-bitcoin-hit-150k"
+  },
+  {
+    "market": "https://polymarket.com/event/when-will-bitcoin-hit-150k"
+  }
+]
      • changedInput schema / properties / market / description
        Previous value: -"Polymarket slug (\"will-bitcoin-hit-150k-by-june-30-2026\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k by June 30?\")"New value: +"Polymarket slug (\"when-will-bitcoin-hit-150k\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."
    • Changedpolymarket_kalshi_spread2 fields changed
      • changedInput schema / examples
        Previous value: -[
-  {
-    "topic": "fed"
-  },
-  {
-    "topic": "btc"
-  }
-]New value: +[
+  {
+    "topic": "fed"
+  },
+  {
+    "topic": "btc"
+  },
+  {
+    "topic": "bitcoin"
+  },
+  {
+    "topic": "fed rate decision"
+  }
+]
      • changedInput schema / properties / topic / description
        Previous value: -"Pre-mapped: fed | btc | cpi | gdp | sp500 | recession | next_pope | next_uk_pm | next_israel_pm | 2028_president"New value: +"Subject to compare. Canonical keys: fed | btc | eth | cpi | gdp | sp500 | recession | next_pope | next_uk_pm | next_israel_pm | 2028_president — but aliases and keywords resolve too (\"bitcoin\", \"fed rate decision\", \"ethereum\", \"inflation\", \"s&p 500\", \"us recession\", \"next pope\", \"2028 election\"). Check resolution.topic_matched_by in the response: \"exact\"/\"alias\" is a curated pairing, \"phrase\"/\"token\" is a keyword guess."
  6. 1 tool update
    • Changedentity_profile3 fields changed
      • changedInput schema / properties / type / description
        Previous value: -"Entity type. Only \"company\" supported today; person/place coming soon."New value: +"\"company\" or \"ticker\" — both are accepted and behave identically; `value` can be a ticker, CIK, or company name either way. person/place coming soon."
      • changedInput schema / properties / type / enum
        Previous value: -[
-  "company"
-]New value: +[
+  "company",
+  "ticker"
+]
      • changedInput schema / properties / value / description
        Previous value: -"Ticker (e.g., \"AAPL\") or zero-padded CIK (e.g., \"0000320193\"). Names not supported — use resolve_entity first if you only have a name."New value: +"Ticker (e.g., \"AAPL\"), zero-padded CIK (e.g., \"0000320193\"), or company name (e.g., \"Moderna\") — names resolve via SEC EDGAR company-name match."

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