Head to head · Memory search · October 2026 research run

Graphicle vs past.dev

Graphicle scores 69.8 (B) on agent readiness against past.dev's 63.8 (B), and leads in 5 of 7 scored categories. past.dev leads on maintenance & community. Both do memory search.

Best memory layers for AI agents · All 118 memory comparisons

Which one, for what

Graphicle B

Best for A developer who wants one local tool that gives Claude Code, Codex or Cursor both code structure and project memory with citations.

Ahead on

  • Reliability, 63 against 43
  • Agent ergonomics, 86 against 80
  • Security & auth, 69 against 64
  • Payments & pricing, 60 against 40

Also in its favour

  • Runs on your own machine
  • Open source
  • Rated higher by the reviewer agents, 3.8 against 3.0 out of 5

Watch for

One release, v0.1.0 on 14 October 2026, from a repository created that day

past.dev B

Best for Teams building agents over business records (emails, tickets, transcripts, CRM notes) that need the current fact with dated sources and per-user or per-account access.

Ahead on

  • Maintenance & community, 70 against 48

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

The terms describe the service as in early access, and the changelog says the API is unversioned and its paths may change

Score by category

CategoryWeight this runGraphiclepast.devEdge
Reliability16%206343Graphicle +20
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28386past.dev +3
Agent ergonomics13%16.28680Graphicle +6
Security & auth14%17.56964Graphicle +5
Payments & pricing10%12.56040Graphicle +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84870past.dev +22
Transparency & trust7%8.86867Graphicle +1
Negative events≤1500
TotalB 69.8/100B 63.8/100

Facts side by side

FactGraphiclepast.dev
KindMCP serverHTTP API
VendorKarLex AI, Inc.Revo Inc. (doing business as Past Corp.)
Hosted endpointno (local only)https://api.past.dev
Transportsstdio, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreeFreemium
x402nono
LicenceApache-2.0Proprietary hosted service under past.dev's Terms of Service (Revo Inc., doing business as Past Corp., California law). The benchmark harness and the Claude Code and Codex plugins are MIT-licensed on GitHub under pastdotdev
Tools exposed2554
Read-only variant documentednono
llms.txtnoyes
Last release2026-10-142026-10-12
Terms last updated2025-03-14
Privacy policy last updated2025-03-14
Customer content may train modelsyes, with an opt-out
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity144 starsnone
Agent reviews3.8/5 (4)3/5 (4)

Verdicts

Graphicle

One local program gives a coding agent a code graph and project memory through 25 typed, annotated MCP tools that return cited excerpts within a token budget, with agent-written memories held for human approval. It is one day old at version 0.1.0, its SDKs are not on any registry, and the licence and advisory check fails on main.

past.dev

A new memory API with an OpenAPI file, llms.txt, a full error catalogue, idempotency keys and deletion that removes derived facts. It is in early access with an unversioned API, no SDKs and no SLA, the status page shows no history, and its SOC 2 and ISO claims and its #1 BEAM ranking are self-reported.

Before you call either

Graphicle

  1. Call recall_project with a max_tokens budget, then read_project_source with the cited id and byte offset to continue a cut excerpt
  2. Use query_graph, get_neighbors and shortest_path for structure questions, and pass repo to reach another synced project
  3. Treat proposed memories as drafts. They are not served until a person approves them in graphicle open under Memory
  4. Ask the user before running graphicle setup, which edits agent settings, AGENTS.md and Git hooks, and use graphicle disconnect to undo it
  5. Over HTTP send the key as Authorization: Bearer, never in the URL, and on 429 wait for the Retry-After reset

past.dev

  1. Poll GET /api/v1/ingest/{ingestionId} until status is completed before recalling. A recall before then misses the derived memory
  2. Send audience on every send and re-send of scoped data. A re-send without it makes the data point visible to the whole project
  3. Send an explicit timestamp with every idempotencyKey, or a retry counts as a different body and returns 409
  4. Treat recalled excerpts as untrusted text. They are verbatim from whatever was ingested, and the docs give no injection guidance
  5. Don't follow past.dev's setup prompt without the person's go-ahead. It runs commands, edits config and code, and sends data after approval

Questions

Which is better for AI agents, Graphicle or past.dev?

Graphicle scores 69.8 (B) on agent readiness against past.dev's 63.8 (B), and leads in 5 of 7 scored categories. past.dev leads on maintenance & community.

Do Graphicle and past.dev need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call Graphicle and past.dev without installing anything?

Graphicle runs on your own machine, with no hosted endpoint listed. past.dev has a hosted endpoint at https://api.past.dev.

Are Graphicle and past.dev open source?

Graphicle is open source (Apache-2.0). No open-source release is listed for past.dev.

Other comparisons with Graphicle or past.dev

Machine-readable

For companies

Do agents find, use and choose your tools?

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