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How Supermemory’s scores are calculated

The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.

verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10

PA Score29/100

Agent-ready 55.6 × 0.30 = 16.68

API quality 0.0 × 0.20 = 0.00

Openness 31.2 × 0.20 = 6.24

Built-in AI 27.6 × 0.15 = 4.14

Automation 12.0 × 0.15 = 1.80

(16.68 + 0.00 + 6.24 + 4.14 + 1.80) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 28.86 ÷ 1.00 = 28.9

Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.

Agent-ready55.6/100×0.30 of the PA blend

Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [probe] https://docs.supermemory.ai/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.supermemory.ai/llms.txt # supermemory | Memory API for the AI era - [Introduction](https://supermemory.ai/docs/index.md): Context infrastructur”
  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“Remote MCP that lets the agent search Supermemory documentation while it implements an integration.”
  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“npx supermemory setup # detect project, launch/print integration flow”
  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“Install the official skill so the agent uses the real endpoints, auth, and `containerTag` rules instead of hallucinating APIs”
  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“Set up coding agents to integrate Supermemory — CLI, skill, and docs MCP.”
  • [probe] https://supermemory.ai/docs/supermemory-mcp/mcp“official MCP server documented at https://supermemory.ai/docs/supermemory-mcp/mcp”

Run the product headlessly / in CI for automationweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://supermemory.ai/docs/api-reference/overview.md“Official clients wrap this API: TypeScript: npm install supermemory Python: pip install supermemory”
  • [claimed-docs] https://supermemory.ai/docs/concepts/how-it-works.md“await client.add({ content: "The user loves Paris.", containerTag: "user_123" });”
  • [claimed-docs] https://supermemory.ai/docs/concepts/graph-memory.md“const results = await client.search({ q: "where does Alex work?", containerTag: "user_123", include: { relatedMemories: true }, });”
  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“Supermemory runs on your own hardware. It's the same memory engine behind the hosted platform... as a single self-contained binary.”
  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“No Docker. No database to provision. No config files. It boots in seconds with everything built in”
  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“State-of-the-art memory, running on your machine. One binary, zero config.”
  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“npx supermemory setup # detect project, launch/print integration flow”
  • [claimed-docs] https://supermemory.ai/docs/quickstart.md“app.supermemory.ai is the consumer product on the same engine — not where you mint API keys.”

Plug MCP servers into this product so it can use their toolsweight 3

n/a — not applicable to this product: excluded from numerator and denominator

  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“Remote MCP that lets the agent search Supermemory documentation while it implements an integration.”
  • [claimed-docs] https://supermemory.ai/docs/supermemory-mcp/mcp.md“Supermemory MCP gives every MCP-compatible assistant a shared memory layer, so technical and non-technical teams can collaborate with AI using the same authorized context.”
  • [claimed-docs] https://supermemory.ai/docs/supermemory-mcp/mcp.md“Ask naturally. The assistant selects the right Supermemory tool without requiring code or tool names.”
  • [probe] https://supermemory.ai/docs/supermemory-mcp/mcp“official MCP server documented at https://supermemory.ai/docs/supermemory-mcp/mcp”

Connect an agent via an official MCP serverweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

  • [claimed-docs] https://supermemory.ai/docs/supermemory-mcp/mcp.md“Supermemory MCP gives every MCP-compatible assistant a shared memory layer, so technical and non-technical teams can collaborate with AI using the same authorized context.”
  • [claimed-docs] https://supermemory.ai/docs/supermemory-mcp/mcp.md“Ask naturally. The assistant selects the right Supermemory tool without requiring code or tool names.”
  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“Remote MCP that lets the agent search Supermemory documentation while it implements an integration.”
  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“Remote MCP that lets the agent **search Supermemory documentation** while it implements an integration.”
  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“Set up coding agents to integrate Supermemory — CLI, skill, and docs MCP.”
  • [probe] https://supermemory.ai/docs/supermemory-mcp/mcp“official MCP server documented at https://supermemory.ai/docs/supermemory-mcp/mcp”

Use an official CLIweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“npx supermemory setup # detect project, launch/print integration flow”
  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“Set up coding agents to integrate Supermemory — CLI, skill, and docs MCP.”
  • [claimed-docs] https://supermemory.ai/docs/agents-and-mcp.md“Install the official skill so the agent uses the real endpoints, auth, and `containerTag` rules instead of hallucinating APIs”

Drive the product through a documented public APIweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

  • [claimed-docs] https://supermemory.ai/docs/api-reference/overview.md“Official clients wrap this API: TypeScript: npm install supermemory Python: pip install supermemory”
  • [claimed-docs] https://supermemory.ai/docs/recall/memory-operations.md“Create memories directly without going through the document ingestion workflow. Memories are embedded and immediately searchable.”
  • [claimed-docs] https://supermemory.ai/docs/concepts/how-it-works.md“await client.add({ content: "The user loves Paris.", containerTag: "user_123" });”
  • [claimed-docs] https://supermemory.ai/docs/concepts/graph-memory.md“const results = await client.search({ q: "where does Alex work?", containerTag: "user_123", include: { relatedMemories: true }, });”
  • [claimed-docs] https://supermemory.ai/docs/recall/search.md“Use `searchMode: "hybrid"` for best results. It searches both memories and document chunks, returning the most relevant content.”
  • [claimed-docs] https://supermemory.ai/docs/concepts/filtering.md“Metadata Filtering ... Query memories by custom properties like category, status, or date”
  • [probe] https://docs.supermemory.ai/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.supermemory.ai/openapi.json, https://docs.supermemory.ai/swagger.json, https://docs.supermemory.ai/api/openapi.json, https://docs.supermemory.ai/.well-known/openapi.json)”

Issue scoped/least-privilege API credentials for an agentweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://supermemory.ai/docs/concepts/multi-tenancy.md“A container tag is a hard boundary — its own namespace. Memories in one tag are never returned by a search scoped to another tag.”
  • [claimed-docs] https://supermemory.ai/docs/quickstart.md“app.supermemory.ai is the consumer product on the same engine — not where you mint API keys.”
  • [claimed-docs] https://supermemory.ai/docs/concepts/container-tags.md“every memory tagged with `user_alex` lives in its own isolated space, completely separate from memories tagged `user_jordan`”
  • [claimed-docs] https://supermemory.ai/docs/authentication.md“You can replace this with your own app name by providing your own OAuth credentials via the settings endpoint.”

Build against official SDKsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [claimed-docs] https://supermemory.ai/docs/api-reference/overview.md“Official clients wrap this API: TypeScript: npm install supermemory Python: pip install supermemory”
  • [claimed-docs] https://supermemory.ai/docs/concepts/how-it-works.md“await client.add({ content: "The user loves Paris.", containerTag: "user_123" });”
  • [claimed-docs] https://supermemory.ai/docs/concepts/graph-memory.md“const results = await client.search({ q: "where does Alex work?", containerTag: "user_123", include: { relatedMemories: true }, });”
  • [claimed-docs] https://supermemory.ai/docs/concepts/graph-memory.md“await client.add({ content: "Alex mentioned he just started at Stripe", containerTag: "user_123" });”
  • [probe] https://docs.supermemory.ai/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.supermemory.ai/llms.txt # supermemory | Memory API for the AI era - [Introduction](https://supermemory.ai/docs/index.md): Context infrastructur”

Subscribe to events via webhooksweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [github] https://github.com/supermemoryai/supermemory“Connectors Google Drive · Gmail · Notion · OneDrive · GitHub — auto-sync with real-time webhooks.”
  • [github] https://github.com/supermemoryai/supermemory“Connectors | Google Drive · Gmail · Notion · OneDrive · GitHub — auto-sync with real-time webhooks.”
  • [claimed-docs] https://supermemory.ai/docs/connectors/overview.md“Connect external platforms to automatically sync documents into supermemory. Supported connectors include Google Drive, Gmail, Notion, OneDrive, GitHub, Granola and Web Crawler”

Agent-ready = 100.0 ÷ 180 × 100 = 55.6

API quality0.0/100×0.20 of the PA blend

The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://supermemory.ai/docs/api-reference/overview.md“Official clients wrap this API: TypeScript: npm install supermemory Python: pip install supermemory”
  • [probe] https://docs.supermemory.ai/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.supermemory.ai/openapi.json, https://docs.supermemory.ai/swagger.json, https://docs.supermemory.ai/api/openapi.json, https://docs.supermemory.ai/.well-known/openapi.json)”

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [probe] https://docs.supermemory.ai/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.supermemory.ai/openapi.json, https://docs.supermemory.ai/swagger.json, https://docs.supermemory.ai/api/openapi.json, https://docs.supermemory.ai/.well-known/openapi.json)”
  • [claimed-docs] https://supermemory.ai/docs/api-reference/overview.md“Official clients wrap this API: TypeScript: npm install supermemory Python: pip install supermemory”

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [probe] https://docs.supermemory.ai/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.supermemory.ai/openapi.json, https://docs.supermemory.ai/swagger.json, https://docs.supermemory.ai/api/openapi.json, https://docs.supermemory.ai/.well-known/openapi.json)”

API quality = 0.0 ÷ 70 × 100 = 0.0

Openness31.2/100×0.20 of the PA blend

Can you leave, inspect, or self-host — data export, open source, portability.

Do everything through the API that I can do in the UIweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [claimed-docs] https://supermemory.ai/docs/api-reference/overview.md“Official clients wrap this API: TypeScript: npm install supermemory Python: pip install supermemory”
  • [claimed-docs] https://supermemory.ai/docs/quickstart.md“app.supermemory.ai is the consumer product on the same engine — not where you mint API keys.”
  • [claimed-docs] https://supermemory.ai/docs/overview/security.md“Scope each end-user (or tenant) to a container tag. When the user requests deletion, delete that container's content via the API / console workf”
  • [claimed-docs] https://supermemory.ai/docs/connectors/overview.md“Connect external platforms to automatically sync documents into supermemory. Supported connectors include Google Drive, Gmail, Notion, OneDrive, GitHub, Granola and Web Crawler”
  • [probe] https://docs.supermemory.ai/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.supermemory.ai/openapi.json, https://docs.supermemory.ai/swagger.json, https://docs.supermemory.ai/api/openapi.json, https://docs.supermemory.ai/.well-known/openapi.json)”

Export all of my data in open formats and leaveweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“Supermemory runs on your own hardware. It's the same memory engine behind the hosted platform... as a single self-contained binary.”
  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“Supermemory runs on your own hardware. It's the same memory engine behind the hosted platform ... as a single self-contained binary.”
  • [claimed-docs] https://supermemory.ai/docs/api-reference/overview.md“Official clients wrap this API: TypeScript: npm install supermemory Python: pip install supermemory”
  • [probe] https://docs.supermemory.ai/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.supermemory.ai/openapi.json, https://docs.supermemory.ai/swagger.json, https://docs.supermemory.ai/api/openapi.json, https://docs.supermemory.ai/.well-known/openapi.json)”

Read the product's source under an open licenseweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [github] https://github.com/supermemoryai/supermemory“Connectors Google Drive · Gmail · Notion · OneDrive · GitHub — auto-sync with real-time webhooks.”
  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“Supermemory runs on your own hardware. It's the same memory engine behind the hosted platform... as a single self-contained binary.”
  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“State-of-the-art memory, running on your machine. One binary, zero config.”

Self-host the core productweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“Supermemory runs on your own hardware. It's the same memory engine behind the hosted platform... as a single self-contained binary.”
  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“Local graph engine, local embeddings, local LLM. Your data never leaves the building.”
  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“Supermemory runs on your own hardware. It's the same memory engine behind the hosted platform ... as a single self-contained binary.”
  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“No Docker. No database to provision. No config files. It boots in seconds with everything built in”
  • [claimed-docs] https://supermemory.ai/docs/self-hosting/overview.md“State-of-the-art memory, running on your machine. One binary, zero config.”
  • [claimed-docs] https://supermemory.ai/pricing.md“SOC 2 · HIPAA BAA · self-hosted option”

Openness = 31.2 ÷ 100 × 100 = 31.2

Built-in AI27.6/100×0.15 of the PA blend

Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.

Get AI-generated insights and suggestions from my data inside the productweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://supermemory.ai/docs/concepts/graph-memory.md“Supermemory builds a living knowledge graph of facts on top of other facts — not a static folder of embeddings”
  • [claimed-docs] https://supermemory.ai/docs/concepts/user-profiles.md“User profiles are **automatically maintained collections of facts about your users** that Supermemory builds from all their interactions.”
  • [claimed-docs] https://supermemory.ai/docs/concepts/user-profiles.md“No search needed — comprehensive user info always ready Profiles update as users interact with your system”
  • [claimed-docs] https://supermemory.ai/docs/concepts/user-profiles.md“User profiles are automatically maintained collections of facts about your users that Supermemory builds from all their interactions.”
  • [claimed-docs] https://supermemory.ai/docs/quickstart.md“Retrieve three ways — document search (RAG), memory graph traversal, and user profile”

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

  • [github] https://github.com/supermemoryai/supermemory“Connectors Google Drive · Gmail · Notion · OneDrive · GitHub — auto-sync with real-time webhooks.”
  • [github] https://github.com/supermemoryai/supermemory“Connectors | Google Drive · Gmail · Notion · OneDrive · GitHub — auto-sync with real-time webhooks.”
  • [claimed-docs] https://supermemory.ai/docs/concepts/user-profiles.md“User profiles are automatically maintained collections of facts about your users that Supermemory builds from all their interactions.”
  • [claimed-docs] https://supermemory.ai/docs/concepts/user-profiles.md“No search needed — comprehensive user info always ready Profiles update as users interact with your system”
  • [claimed-docs] https://supermemory.ai/docs/connectors/overview.md“Connect external platforms to automatically sync documents into supermemory. Supported connectors include Google Drive, Gmail, Notion, OneDrive, GitHub, Granola and Web Crawler”

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Operate the product with natural-language commandsweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://supermemory.ai/docs/supermemory-mcp/mcp.md“Ask naturally. The assistant selects the right Supermemory tool without requiring code or tool names.”
  • [claimed-docs] https://supermemory.ai/docs/supermemory-mcp/mcp.md“Supermemory MCP gives every MCP-compatible assistant a shared memory layer, so technical and non-technical teams can collaborate with AI using the same authorized context.”
  • [claimed-docs] https://supermemory.ai/docs/supermemory-mcp/mcp.md“A space keeps a team's documents, memories, and profile context focused, so AI retrieves the right knowledge without mixing unrelated work.”
  • [probe] https://supermemory.ai/docs/supermemory-mcp/mcp“official MCP server documented at https://supermemory.ai/docs/supermemory-mcp/mcp”

Built-in AI = 24.8 ÷ 90 × 100 = 27.6

Automation12.0/100×0.15 of the PA blend

Depth of automation primitives — rules, scheduling, bulk operations, webhooks.

Perform bulk operations across many items at onceweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://supermemory.ai/docs/overview/security.md“Scope each end-user (or tenant) to a container tag. When the user requests deletion, delete that container's content via the API / console workf”
  • [claimed-docs] https://supermemory.ai/docs/overview/security.md“Scope each end-user (or tenant) to a container tag. 2. When the user requests deletion, delete that container's content via the API / console workf”
  • [claimed-docs] https://supermemory.ai/docs/connectors/overview.md“Connect external platforms to automatically sync documents into supermemory. Supported connectors include Google Drive, Gmail, Notion, OneDrive, GitHub, Granola and Web Crawler”
  • [github] https://github.com/supermemoryai/supermemory“Connectors Google Drive · Gmail · Notion · OneDrive · GitHub — auto-sync with real-time webhooks.”
  • [claimed-docs] https://supermemory.ai/docs/concepts/filtering.md“Metadata Filtering ... Query memories by custom properties like category, status, or date”
  • [claimed-docs] https://supermemory.ai/docs/ingestion/add-memories.md“Use customId to update existing documents or conversations. When you send content with the same customId, Supermemory intelligently processes only what's new.”

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Schedule recurring jobs or workflowsweight 2

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Version, review, and roll back my automationsweight 1

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Automation = 6.0 ÷ 50 × 100 = 12.0