The knowledge graph for APIs your agent can trust

Open-source. Runs on your machine. One command maps any API — even the messy, paywalled,
or on-chain ones — into a verified graph your agent traverses instead of guessing.
Every action can be simulated to a receipt before money moves.

Quickstart · Docs · Architecture · FAQ · Security

Built for the calls your agent must not get wrong. Two axes, either one qualifies: a messy surface (paywalled, drifting, undocumented, on-chain) or a high-stakes action (your agent runs unattended with credentials or money).

Quick start

No install:

npx @geckovision/gecko doctor              # 1. check your environment
npx @geckovision/gecko add <spec-or-docs>  # 2. comprehend it — $0, no live call
npx @geckovision/gecko report <spec>       # 3. get the scorecard — grade + findings
npx @geckovision/gecko serve <spec>        # 4. your agent uses it over MCP

Or install once:

npm install -g @geckovision/gecko          # prebuilt binary — no Python needed
uv tool install "gecko-surf[serve]"        # or pip, if you want the Python package

gecko add <spec-or-docs>

Plug into your agent:

# Claude Code
claude mcp add my-api -- npx -y @geckovision/gecko serve <spec> --stdio

# Cursor / VS Code / any MCP client — mcp.json
{ "mcpServers": { "my-api": { "command": "npx", "args": ["-y", "@geckovision/gecko", "serve", "<spec>", "--stdio"] } } }

Going live is a separate, deliberate step:

gecko auth set <provider>                  # key goes to your OS keychain — never mcp.json

Then your agent asks questions, not endpoints:

Which fixtures kick off in the next hour, and what are the current odds?
What is the peg state of USDC right now?
Plan a swap of SOL for USDC on Meteora, bin_step 4.

Why

An OpenAPI says what exists. An IDL says what a program looks like. Neither is enough to act:

• Docs drift. Working integrations broke twice in 2026 from silent layout changes.
• IDLs drop facts. A required Pump.fun account never appears in the IDL at all.
• Agents guess. A wrong guess posts a charge, reverts a transaction, burns fees.

Gecko replaces the guess with a graph:

• Every edge carries provenance — extracted from the surface, recovered from source, or honestly flagged as unknown. Never fabricated.
• Every action can be verified first — simulated on a $0 mainnet fork to a receipt: pass, or a classified revert, before any spend.
• Every failure teaches — outcomes land in a categorical corpus; a drift series flags when a provider ships a change that breaks a working call.
• Auth is invisible to the agent — keys injected at call time from your keychain. The model never sees a credential.

Under the hood

Most agent-tool layers are thin wrappers. Gecko is a memory substrate, and three of its design choices are deliberately different from the textbook:

And the depth is measured, not asserted:

• The overlay artifact. For every auto-comprehended program, Gecko emits the exact list of facts that could not be derived from any public surface (overlays/) — the value of comprehension, quantified per program.
• Seven security layers, fail-closed: spec sanitizer · per-tool quarantine · image Skill Guard · SSRF netguard · out-of-band auth anchoring · verdict signing gate · an AST-enforced never-sign boundary.
• The numbers: 2,400+ tests · 4 mainnet programs derivation-proven · 2 live receipt-pairs · −77%/−89% measured context cuts · a 4,500-program catalog listed · 0 auth headers exposed across 14 real specs.

Explore the diagrams: architecture on docs.geckovision.tech (all three views, rendered) · the map in this repo

Proof, not promises

Live, on a mainnet fork, $0:

The facts behind those passes are not on any surface: a 4th PDA seed the SDK added in 2024, an account the IDL only mentions in prose, a fee field resolved by a refuting simulation. That is the graph your agent traverses.

Use cases

TxLINE (paywalled sports odds) — without vs with Gecko

· MP4

Cross-API correlation — three APIs, one question

Pegana × Birdeye × Jupiter joined on a declared entity; the agent plans across surfaces first-try. Try it: gecko graph svg <spec> renders any surface's call graph.

Solana programs — try the call before you make it

MP4 version — a coding assistant builds the call by itself and can only find out by trying. Same intent through Gecko: the complete plan, every account tagged with where it came from, simulated to a passing receipt for $0 before anything is spent.

uvx --from "gecko-surf[serve,solana]" gecko-orquestra --program pumpfun --stdio

Gecko recovers the seeds the IDL drops, plans the full instruction, Orquestra builds it, and the receipt says whether it lands — before any signature.

Architecture

Control plane, never data plane. Gecko stores surfaces + correctness metadata — never response payloads, user data, or secrets.

1. Ingest — OpenAPI / docs / IDL / program source → sanitized, quarantine-checked.
2. Comprehend — normalized ops, recovered PDA seeds, generated configs + measured overlays.
3. Know — the provenance graph (surface, program, cross-API joins).
4. Project — question-shaped tools over MCP; auth stripped; −77%/−89% context cuts measured on two real specs.
5. Verify — plan → external builder → simulate → receipt → fail-closed signing gate. Gecko never signs, never broadcasts.
6. Learn — categorical outcomes → drift series → back into the graph.

Interactive diagrams · llms.txt · Receipt semantics

What you get

Modes

• Recorded (default): $0, schema-synthesized responses, fully offline. Falsify everything before any live call.
• Live: same code path; credentials injected from your keychain at the edge. gecko auth set <provider> — deliberate, never implicit.

Hosted

The engine in this repo also runs at mcp.geckovision.tech — comprehended surfaces served over Streamable-HTTP MCP, keys injected server-side. Developers never pay; providers pay a flat price per API. Gecko takes no cut, holds no funds, signs nothing. → docs.geckovision.tech

Repo map

Development

uv run ruff format && uv run ruff check --fix
uv run mypy gecko
uv run pytest                # 2,400+ passing
uv run python -m gecko.demo  # $0 recorded E2E

Contributing

PRs welcome. Run the toolchain above before pushing. Security findings → SECURITY.md.

License

Apache-2.0 — see LICENSE.