Most teams evaluate a free model endpoint by sending a few prompts, observing a few answers, and then wiring the endpoint into a staging or production path. The failure is not the model. It is the absence of a tenancy boundary. A free server changes three variables at once: cost, rate limits, and data egress. The correct governance object is not a discount calculation. It is a shadow lane lease.
MonkeyCode, for example, advertises a free model allowance and a free server option; the operator's published offer lists a 30 million token allowance at the time of writing. Disclosure: This article was prepared as part of MonkeyCode's product outreach. The workflow below does not depend on that exact number. It depends on the team being able to say when the free lane must be evicted.
Why free changes the decision
A paid API is governed by a budget. A free endpoint is governed by attention, because the visible price is zero while the operational costs are still nonzero. The team still spends engineering time on prompts, fixtures, schema changes, retries, and incident cleanup. A free server can also sit in a config file long after its quota, rate limit, or data terms have changed. The practical failure mode is a hidden dependency: a staging script begins to expect the free model, a dashboard starts to rely on a non-guaranteed server, and a production incident appears after the offer expires.
The fix is to make the free endpoint a named lease, not a default route.
The shadow lane lease
A shadow lane lease is a small configuration object that describes what may touch the free server, for how long, and what would cause the team to evict it. The required fields are scope, fixture pin, invariants, and expiry.
lease_id: shadow-monkeycode-20260815
owner: platform-leads
scope:
environments: [staging]
call_paths: [summarize_ticket, draft_changelog]
data_policy: no_customer_pii
fixture_pin:
dataset: eval_fixtures_v1
sha256: 3f2b0a9e...
baseline:
provider: current_live_model
snapshot: baseline_20260814
invariants:
- metric: p95_latency_ms
threshold: "<= baseline * 1.2"
- metric: schema_match
threshold: exact
- metric: refusal_rate
threshold: "<= baseline + 2pp"
expiry:
date: 2026-09-15
eviction_trigger: two consecutive failed runs
The hash is a placeholder in this example. The important property is not the hash value; it is that the fixtures and baseline are pinned before any comparison starts.
Run the lane in four steps
Step 1: Register before first call
No unregistered free endpoint belongs in a production config, a prompt router, or a shared environment variable. The first command the team runs should create the lease record, not the first model call.
lease create --id shadow-monkeycode-20260815 --owner platform-leads
Step 2: Pin the fixtures
Use a holdout set that was not used for prompt tuning. If the team keeps reusing the same three demo prompts, the result will be an anecdote rather than a decision. Store the baseline outputs and the fixture set in a read-only artifact directory.
Step 3: Run a shadow replay
Replay the pinned fixtures against both the current baseline and the free candidate, then compare the outputs against the invariants.
python lease_runner.py --lease shadow-monkeycode-20260815.yaml --fixtures eval_fixtures_v1 --baseline-dir ./artifacts/baseline_20260814 --candidate-dir ./artifacts/candidate_20260815 --out run_20260815.json
A condensed result might look like the following. This is an example output, not a benchmark claim.
{
"lease_id": "shadow-monkeycode-20260815",
"run_id": "run_20260815",
"checks": {
"p95_latency_ms": {"value": 742, "baseline": 813, "result": "pass"},
"schema_match": {"result": "fail", "detail": "extra field 'chain_of_thought'"},
"refusal_rate": {"value": 0.018, "baseline": 0.021, "result": "pass"}
},
"verdict": "hold",
"reason": "schema drift on 2/40 fixtures"
}
The lane does not need to pass every field. It needs to produce a readable reason for hold or evict.
Step 4: Score with an exit table
Use a weighted table as a conversation tool, not as objective truth. The table below shows a filled example for a task that tolerates small latency changes but not schema drift.
| Check | Weight | Baseline | Candidate | Threshold | Result |
|---|---|---|---|---|---|
| p95 latency | 30% | 813 ms | 742 ms | <= 1.2x baseline | Pass |
| Schema match | 35% | exact | fail on 2/40 | exact | Fail |
| Refusal rate | 20% | 2.1% | 1.8% | <= baseline + 2pp | Pass |
| Rate-limit headroom | 15% | n/a | 180 req/min observed | >= 60 req/min | Pass |
| Weighted pass score | >= 0.70 required | 0.65 |
A hold means the team fixes the schema adapter or pins a stricter output contract before spending more engineering time. An eviction means the lane is closed and the endpoint is removed from all configs.
Where MonkeyCode fits
MonkeyCode's free model and server option is best placed in the candidate side of this lane. The free allowance can remove the hardware cost of the test, but it does not remove the evaluation cost. The lease remains the controlling artifact because it defines scope, expiry, and the exact failure that would evict the endpoint. This is a stronger signal than a general impression that the model "felt good" on five prompts.
Limitations and non-use cases
The workflow does not answer production readiness. Free tiers can change quotas, rate limits, data retention, and regional egress without notice. Teams should verify current terms before relying on any offer. The sample runner is a starting point; semantic drift and edge cases still need human review. The scorecard does not replace a security review or a contractual uptime commitment.
This approach should not be used by teams that: handle customer PII or regulated data in the evaluation set; cannot pin a baseline or holdout fixture set; are evaluating only production latency under a real SLA; or cannot enforce an expiry date in their configuration system.
Archive rule
Store the lease file, the run result, and the exit decision for at least 90 days. If a free lane is later promoted to a paid pilot, the archived lease shows why the decision was made and which checks were waived. If the lane is evicted, the archive prevents the same endpoint from being quietly re-added two weeks later.
One hard gate before connecting anything
Before approving any free endpoint for a shared environment, the owner must name the single invariant failure that would evict it. If the team cannot name that failure, the endpoint should not be connected. The lease is what makes the free offer reversible; without it, the free server becomes an unpriced dependency.
Teams that need a disposable evaluation target can run this lease against MonkeyCode's free model and server option. The lease, not the endpoint, is the artifact that keeps the evaluation honest.
