Ai Incident Db

Name: Ai Incident Db
Author: pipeworx-io

Server Details

AI Incident Database (AIID) MCP

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Status: Unhealthy
Uptime: 30.8% over 55 days
Last Tested: 2026-10-11 17:06
Transport: Streamable HTTP
URL
Repository: pipeworx-io/mcp-ai-incident-db
GitHub Stars: 0
Server Listing: ai-incident-db

TDQS

B3.3/5.0

Scored 2026-10-03 00:10 across 40 tools

Disambiguation2/5

Multiple tools have heavily overlapping purposes: ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, deep_research, discover_tools, and suggest_questions all compete as entry points for questions/research, and company_facts/entity_profile/resolve_entity/compare_entities overlap on company identity and financials. Only the small AI Incident DB subset (get_incident, list_recent, search_incidents, list_taxonomies) is clearly distinct, so an agent faces real misselection risk across the majority of the set.

Naming Consistency2/5

Naming mixes conventions: snake_case verb_noun (get_incident, list_recent, search_incidents, validate_claim), vendor-prefixed routers (ask_pipeworx, pipeworx_feedback, pipeworx_trending), noun-phrase tools (company_facts, entity_profile, bet_research, resolution_audit, release_calendar_markets), and bare imperatives (remember, recall, forget, subscribe). It is readable but there is no predictable pattern an agent can rely on.

Tool Count2/5

40 tools is far above the typical 3-15 range and is especially excessive for a server named 'Ai Incident Db,' where only about four to five tools actually concern AI incidents. The bulk of the surface is a general-purpose Pipeworx data gateway, so the count is mismatched to the apparent domain and bloats the selection space.

Completeness2/5

For the stated AI Incident Database purpose, the surface is thin: search_incidents supports only free-text plus dates (no taxonomy, deployer, developer, or harmed-party filters), and there is no aggregation/statistics or richer lifecycle operation. The remaining 35+ tools are unrelated to incident data, so they do not close the gaps and instead obscure them.

Tool Schema Changelog

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

30 tool updatesOct 3, 2026

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"
+  }
+]

Changedget_incident11 fields changed

removedOutput schema / properties / AllegedDeployerOfAISystem

Removed value: -{
-  "description": "Organizations that deployed the AI system",
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}

removedOutput schema / properties / AllegedDeveloperOfAISystem

Removed value: -{
-  "description": "Organizations that developed the AI system",
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}

removedOutput schema / properties / AllegedHarmedOrNearlyHarmedParties

Removed value: -{
-  "description": "Parties harmed or nearly harmed",
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}

removedOutput schema / properties / date

Removed value: -{
-  "description": "Incident date",
-  "type": "string"
-}

removedOutput schema / properties / description

Removed value: -{
-  "description": "Full incident description",
-  "type": "string"
-}

removedOutput schema / properties / editors

Removed value: -{
-  "description": "Editors who contributed to this incident record",
-  "items": {
-    "properties": {
-      "userId": {
-        "description": "Editor user identifier",
-        "type": "string"
-      }
-    },
-    "type": "object"
-  },
-  "type": "array"
-}

removedOutput schema / properties / editors_notes

Removed value: -{
-  "description": "Editorial notes",
-  "type": "string"
-}

addedOutput schema / properties / incident

Added value: +{
+  "properties": {
+    "AllegedDeployerOfAISystem": {
+      "items": {
+        "properties": {
+          "entity_id": {
+            "type": "string"
+          },
+          "name": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "AllegedDeveloperOfAISystem": {
+      "items": {
+        "properties": {
+          "entity_id": {
+            "type": "string"
+          },
+          "name": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "AllegedHarmedOrNearlyHarmedParties": {
+      "items": {
+        "properties": {
+          "entity_id": {
+            "type": "string"
+          },
+          "name": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "date": {
+      "type": "string"
+    },
+    "description": {
+      "type": "string"
+    },
+    "editors": {
+      "items": {
+        "properties": {
+          "userId": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "incident_id": {
+      "type": "number"
+    },
+    "reports": {
+      "items": {
+        "properties": {
+          "authors": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "date_published": {
+            "type": "string"
+          },
+          "language": {
+            "type": "string"
+          },
+          "report_number": {
+            "type": "number"
+          },
+          "source_domain": {
+            "type": "string"
+          },
+          "title": {
+            "type": "string"
+          },
+          "url": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "title": {
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

removedOutput schema / properties / incident_id

Removed value: -{
-  "description": "Unique incident identifier",
-  "type": "number"
-}

removedOutput schema / properties / reports

Removed value: -{
-  "description": "Linked news reports and sources",
-  "items": {
-    "properties": {
-      "authors": {
-        "description": "Report authors",
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "date_published": {
-        "description": "Publication date",
-        "type": "string"
-      },
-      "language": {
-        "description": "Language code of the report",
-        "type": "string"
-      },
-      "report_number": {
-        "description": "Report identifier",
-        "type": "number"
-      },
-      "source_domain": {
-        "description": "Domain of the report source",
-        "type": "string"
-      },
-      "title": {
-        "description": "Report title",
-        "type": "string"
-      },
-      "url": {
-        "description": "URL to the report",
-        "type": "string"
-      }
-    },
-    "type": "object"
-  },
-  "type": "array"
-}

removedOutput schema / properties / title

Removed value: -{
-  "description": "Incident title",
-  "type": "string"
-}

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"
+  }
+]

2 tool updatesSep 11, 2026

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."

Changedpolymarket_kalshi_spread1 field changed

changedInput schema / examples

Previous value: -[
-  {
-    "topic": "fed"
-  },
-  {
-    "topic": "btc"
-  }
-]New value: +[
+  {
+    "topic": "fed"
+  },
+  {
+    "topic": "btc"
+  },
+  {
+    "topic": "bitcoin"
+  },
+  {
+    "topic": "fed rate decision"
+  }
+]

2 tool updatesSep 11, 2026

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_spread1 field changed

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."

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