Software Alternatives & Startups

ChainMemory VS GraphPilot

Compare ChainMemory VS GraphPilot and see what are their differences

ChainMemory

Portable, verifiable memory for AI agents — works across ChatGPT, Claude, Gemini and any MCP client

Rating
0 reviews
Pricing
Free
GraphPilot

GraphPilot is a managed edge cache for GraphQL and plain HTTP APIs that purges cached responses automatically when a GraphQL mutation returns an object they contain.

No screenshot yet
Rating
0 reviews
Pricing
Freemium €149 / Monthly (Jet plan, 500K request units/mo, excl. VAT)

Which is more popular?

AI popularity
100% vs 0%
alternatives listed
40 vs 1

Base details

Website, pricing, platforms and company facts side by side.

ChainMemory
GraphPilot
Website chainmemory.ai graphpilot.io
Pricing
Freemium €149 / Monthly (Jet plan, 500K request units/mo, excl. VAT) Official pricing
Platforms —
Web SaaS MacOS Linux Windows +2
Company — Startup from Germany · 1 - 9 employees · 2026
Listed in

About ChainMemory and GraphPilot

In their own words, as submitted to SaaSHub.

ChainMemory
GraphPilot

ChainMemory gives your AI agents persistent memory that belongs to YOU — not to a single vendor. Save a memory in ChatGPT, recall it in Claude or Gemini. Available via Chrome extension, MCP server (npm), or REST API. Every memory gets a cryptographic fingerprint and project states are anchored...

Read more about ChainMemory

GraphPilot is a managed edge cache for GraphQL APIs and plain HTTP endpoints. It takes read traffic off your origin, answers cached requests from the edge in milliseconds, and clears cached responses automatically when your data changes. How it works Schema-driven caching: GraphPilot reads your...

Read more about GraphPilot

Features and specs

What each product offers, as listed by its team.

ChainMemory 8 features
GraphPilot 16 features
  • Cross-model memory
    Save in ChatGPT, recall in Claude, Gemini, Perplexity or Copilot
  • MCP Server
    Native integration with Claude Desktop, Cursor and any MCP client (npm)
  • Chrome Extension
    One-click save and context injection on any AI chat
  • Project Brain
    Consolidates memories into structured state: decisions, milestones, risks
  • Cryptographic Verification
    Merkle proofs + on-chain anchoring — independently verifiable
  • REST API
    Full backend control with per-project API keys
  • Semantic Search
    Fast semantic recall across all your memories
  • Multi-Agent Support
    Claude, Cursor and GPT share one project state with attribution
  • Edge caching for GraphQL
    Caches GraphQL queries over GET, POST and QUERY at the edge, keyed by query text, operation name and variables
  • Plain HTTP and REST caching
    Caches any HTTP API based on your origin's Cache-Control headers
  • Schema-driven cache keys
    Reads your schema and adds key fields to queries, so every cached response knows which objects it contains
  • Automatic invalidation
    Purges cached responses that contain an object when a GraphQL mutation returns it
  • Custom and composite keys
    @surrogateKey for custom and composite keys, with support for interfaces and unions
  • Purge API and CLI
    Purge by key, cache key, request id or query hash, hard or soft, via API, the gpilot CLI or the Cockpit
  • Cache partitioning
    Separate cache entries per user, organization, locale or verified JWT claim
  • Request collapsing
    Concurrent identical requests share one origin fetch per edge location
  • Persisted queries
    Persisted queries and trusted documents
  • Edge security
    JWT and API key verification, request signing, query depth and document size limits, introspection blocked by default
  • Cockpit insights
    Per-request telemetry for hit rate, latency and origin traffic, with a history of purges
  • Federation Support
    Sits in front of your federation router and caches the composed supergraph
  • Origin shielding
    Fewer origin requests through a shield location (paid plans)
  • Global Edge Network
    Runs on Fastly's global edge network
  • Config As Code
    Deploy with gpilot.toml and your schema.graphql
  • Free Plan
    Glider plan, free to start

Analysis

An editorial look at what each product does well and who it suits.

ChainMemory
GraphPilot

Overall verdict

  • I don't have verified information about ChainMemory (chainmemory.ai), so I can't confirm whether it's good or reliable. I don't want to fabricate details about a product I have no factual basis for—please verify through official sources, user reviews, and independent research before drawing conclusions.

Why this product is good

  • I lack verified data on this specific product's features, performance, or user feedback
  • No independent reviews or benchmarks are available to me for this service
  • I cannot confirm the legitimacy, pricing, or claims made by chainmemory.ai
  • Making up details would be misleading rather than helpful

Recommended for

  • Anyone considering this product should first check the official website for documentation and pricing
  • Look for third-party reviews, community discussions, or case studies before committing
  • Consider reaching out to the company directly for demos, references, or trial access
  • Consult recent tech news or comparison articles if this is a newer or niche tool

No analysis of GraphPilot yet.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
ChainMemory
GraphPilot
100% 100%
AI
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
API
100% 100%

Questions & Answers

As answered by people managing ChainMemory and GraphPilot.

What's the story behind your product?

GraphPilot's answer:

GraphPilot is built by Kay Schecker, a solo founder from Düsseldorf, Germany. Caching GraphQL at the edge is easy to start and hard to get right: most setups end up choosing between short TTLs and purging far too much. GraphPilot was built to use the schema itself as the source of truth for what a response contains, so invalidation can be precise. The slogan says it: "We fly the complexity so you don't have to."

Why should a person choose your product over its competitors?

GraphPilot's answer:

Choose GraphPilot if you want caching that is driven by your schema and invalidation you can verify. Setup is a config file plus your schema, and you are live in minutes. It works with Apollo Server, GraphQL Yoga, PostGraphile and federation routers, and it also caches plain HTTP APIs. It runs on Fastly's global edge network, is built and operated in Germany, and has a free plan (Glider) so you can test it on real traffic before you pay.

What makes your product unique?

GraphPilot's answer:

GraphPilot reads your GraphQL schema and turns it into cache keys. It adds the key fields each query needs, removes them from the response again, and tags every cached response with the objects it contains. When a mutation returns a changed object, GraphPilot purges the responses that contain it, without hand-written cache tags or short TTLs as a safety net. You can see each purge, with its reason, in the Cockpit.

How would you describe the primary audience of your product?

GraphPilot's answer:

Engineering teams running GraphQL in production with read-heavy traffic: e-commerce, marketplaces, content platforms, SaaS dashboards and mobile app backends. Typically a platform or backend team that wants less origin load and lower latency without building and maintaining its own caching and invalidation layer.

Which are the primary technologies used for building your product?

GraphPilot's answer:

The edge runtime is written in Rust and compiled to WebAssembly on Fastly Compute. The platform and API run on TypeScript and PostgreSQL, the Cockpit is built with React, and the CLI (gpilot) is a single Rust binary for macOS, Linux and Windows.

User comments

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Alternatives to ChainMemory and GraphPilot

When comparing ChainMemory and GraphPilot, you can also consider the following products.